{"id":2942,"date":"2023-10-07T11:36:47","date_gmt":"2023-10-07T02:36:47","guid":{"rendered":"https:\/\/edu.ujhb.org\/?p=2942"},"modified":"2023-10-07T11:36:47","modified_gmt":"2023-10-07T02:36:47","slug":"%e3%83%8a%e3%83%ac%e3%83%83%e3%82%b8%e3%82%b0%e3%83%a9%e3%83%95%e5%85%a5%e9%96%80","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=2942","title":{"rendered":"\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u5165\u9580"},"content":{"rendered":"\n<p>\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u3057\u3066\u304f\u3060\u3055\u3044\u3001\u6700\u521d\u306b\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30ebChatGPT\u306e\u6982\u8981\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u7279\u306bIT\u696d\u754c\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u6982\u5ff5\u3067\u3059\u3002 \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c8I:\u306f\u3058\u3081\u306b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u306f\u4f55\u3067\u3059\u304b?<\/li>\n\n\n\n<li>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/li>\n\n\n\n<li>\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u306e\u6bd4\u8f03<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c8II:\u57fa\u672c\u6982\u5ff5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3<\/li>\n\n\n\n<li>\u95a2\u4fc2<\/li>\n\n\n\n<li>\u5c5e\u6027<\/li>\n\n\n\n<li>\u30c8\u30ea\u30d7\u30eb<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c8III:\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>RDF(\u30ea\u30bd\u30fc\u30b9\u8a18\u8ff0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af)<\/li>\n\n\n\n<li>SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e<\/li>\n\n\n\n<li>OWL(\u30a6\u30a7\u30d6\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e)<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(\u4f8b:Neo4j)<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c84:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u4f5c\u6210<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/li>\n\n\n\n<li>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/li>\n\n\n\n<li>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u62bd\u51fa<\/li>\n\n\n\n<li>\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u69cb\u9020\u3092\u69cb\u7bc9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c85:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30af\u30a8\u30ea\u306b SPARQL \u3092\u4f7f\u7528\u3059\u308b<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/li>\n\n\n\n<li>\u63a8\u8ad6\u3068\u8ad6\u7406<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c8VI:\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/li>\n\n\n\n<li>\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790<\/li>\n\n\n\n<li>\u7d39\u4ecb\u5236\u5ea6<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u7b2cVII.\u90e8 \u4eca\u5f8c\u306e\u52d5\u5411\u3068\u8ab2\u984c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u4eba\u5de5\u77e5\u80fd<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d1\u30fc\u30c8VIII:\u8981\u7d04\u3068\u30ea\u30bd\u30fc\u30b9<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981<\/li>\n\n\n\n<li>\u63a8\u5968\u3055\u308c\u308b\u8aad\u307f\u7269\u3068\u30c4\u30fc\u30eb<\/li>\n\n\n\n<li>\u8cea\u7591\u5fdc\u7b54<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306f\u3001\u5305\u62ec\u7684\u306a\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u7279\u5b9a\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u8ffd\u52a0\u307e\u305f\u306f\u524a\u9664\u3067\u304d\u307e\u3059\u3002 \u304a\u5f79\u306b\u7acb\u3066\u308c\u3070! IT\u696d\u754c\u306e\u6700\u65b0\u60c5\u5831\u306b\u3054\u8208\u5473\u306e\u3042\u308b\u65b9\u306f\u3001\u95a2\u9023\u8cc7\u6599\u3092\u304a\u63a2\u3057\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u306f\u3058\u3081\u306b\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u306f\u4f55\u304b\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u30c1\u30e3\u30c3\u30c8GPT<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u3053\u3053\u306b\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u306f\u4f55\u3067\u3059\u304b?\u300d\u306b\u95a2\u3059\u308b\u8cea\u554f\u304c\u3042\u308a\u307e\u3059\u3002 &#8220;\u3053\u306e\u30c8\u30d4\u30c3\u30af\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u306f\u4f55\u3067\u3059\u304b?<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u305d\u308c\u3089\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u306e\u9593\u306e\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u8868\u3059\u69cb\u9020\u5316\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3067\u3059\u3002 \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u901a\u5e38 &#8220;\u30ce\u30fc\u30c9&#8221; \u3067\u3042\u308a\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f\u305d\u308c\u3089\u306e\u30ce\u30fc\u30c9\u3092\u63a5\u7d9a\u3059\u308b &#8220;\u30a8\u30c3\u30b8&#8221; \u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u69cb\u6210\u8981\u7d20<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3<\/strong>: \u3053\u308c\u3089\u306f\u3001\u4eba\u3001\u5834\u6240\u3001\u7269\u306a\u3069\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8868\u3059\u30b0\u30e9\u30d5\u5185\u306e\u30ce\u30fc\u30c9\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>: \u3053\u308c\u3089\u306f\u3001&#8221;\u6240\u5c5e&#8221;\u3001&#8221;\u63a5\u7d9a&#8221;\u3001&#8221;\u6240\u6709&#8221; \u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u63a5\u7d9a\u3092\u8868\u3059\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u5185\u306e\u30a8\u30c3\u30b8\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027<\/strong>: \u3053\u308c\u3089\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u307e\u305f\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u6dfb\u4ed8\u3055\u308c\u3001\u305d\u308c\u3089\u3092\u3055\u3089\u306b\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u69cb\u9020<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u901a\u5e38\u3001\u30c8\u30ea\u30d7\u30eb(\u30c8\u30ea\u30d7\u30eb)\u306e\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u60c5\u5831\u3001\u3064\u307e\u308a(\u30a8\u30f3\u30c6\u30a3\u30c6\u30a31\u3001\u95a2\u4fc2\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a32)\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ec\u30a4\u30e4\u30fc<\/h4>\n\n\n\n<p>\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30b0\u30e9\u30d5\u3068\u306f\u7570\u306a\u308a\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u7a2e\u985e\u3001\u5206\u985e\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u8a18\u8ff0\u3059\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30ec\u30a4\u30e4\u30fc\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u691c\u7d22\u30a8\u30f3\u30b8\u30f3<\/strong>:Google\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306a\u3069\u3001\u3088\u308a\u6b63\u78ba\u3067\u8c4a\u5bcc\u306a\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u3068\u88fd\u54c1\u307e\u305f\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u3068\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba<\/strong>\u30c7\u30fc\u30bf\u5206\u6790:\u4f01\u696d\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30ea\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ed6\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f<strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb<\/strong>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3088\u308a\u3082\u67d4\u8edf\u6027\u304c\u9ad8\u304f\u3001\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u3088\u308a\u9069\u5207\u306b\u8868\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u3088\u308a\u69cb\u9020\u5316\u3055\u308c\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u901a\u5e38\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u901a\u5e38\u306e<strong>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\u306e\u4e0a\u306b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ec\u30a4\u30e4\u30fc\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6982\u8981<\/h3>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u60c5\u5831\u691c\u7d22\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3067\u3059\u3002 \u8907\u96d1\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u95a2\u4fc2\u3092\u8868\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ec\u30a4\u30e4\u30fc\u3092\u901a\u3058\u3066\u3088\u308a\u6df1\u3044\u5206\u6790\u3068\u63a8\u8ad6\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u304c\u4f55\u3067\u3042\u308b\u304b\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3054\u4e0d\u660e\u306a\u70b9\u304c\u3042\u308b\u5834\u5408\u3084\u3001\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5fdc\u7528\u30b7\u30ca\u30ea\u30aa\u3092ChatGPT\u306e\u7d39\u4ecb\u3067\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u306f\u975e\u5e38\u306b\u5e83\u7bc4\u3067\u3001\u591a\u304f\u306e\u5206\u91ce\u3084\u696d\u754c\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002 \u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b5\u30fc\u30c1\u30a8\u30f3\u30b8\u30f3<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f<\/strong>\u691c\u7d22: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u691c\u7d22\u5c65\u6b74\u3068\u884c\u52d5\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u3001\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7d39\u4ecb\u5236\u5ea6<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3:e\u30b3\u30de\u30fc\u30b9\u3001\u97f3\u697d\u3001\u30cb\u30e5\u30fc\u30b9\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u88fd\u54c1\u307e\u305f\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u3068\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001<strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f<\/strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bd\u30fc\u30b7\u30e3\u30eb\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3<\/strong>: \u30bd\u30fc\u30b7\u30e3\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001\u77e5\u308a\u5408\u3044\u3084\u95a2\u5fc3\u306e\u3042\u308b\u30b0\u30eb\u30fc\u30d7\u3092\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u7ba1\u7406<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u90e8\u9580\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u3001\u7d71\u4e00\u3055\u308c\u305f\u30d3\u30e5\u30fc\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9\u5206\u6790:\u4f01\u696d\u5185\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001<strong>\u30d3\u30b8\u30cd\u30b9<\/strong>\u30d7\u30ed\u30bb\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3084\u6a5f\u4f1a\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u533b\u7642<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u75c5\u6c17\u306e<\/strong>\u8a3a\u65ad:\u75c5\u6c17\u3001\u75c7\u72b6\u3001\u6cbb\u7642\u30aa\u30d7\u30b7\u30e7\u30f3\u306a\u3069\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u533b\u5e2b\u304c\u3088\u308a\u6b63\u78ba\u306a\u8a3a\u65ad\u3092\u4e0b\u3059\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5275\u85ac<\/strong>:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001\u5316\u5408\u7269\u3001\u907a\u4f1d\u5b50\u3001\u304a\u3088\u3073\u75be\u60a3\u9593\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001\u533b\u85ac\u54c1\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ca1\u52d9\u30ea\u30b9\u30af\u7ba1\u7406<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u6b63\u9632\u6b62:\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u8ca1\u52d9\u6d3b\u52d5\u9593\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u6f5c\u5728\u7684\u306a<strong>\u4e0d\u6b63<\/strong>\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4fe1\u7528\u8a55\u4fa1:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u500b\u4eba\u306e\u8ca1\u52d9\u5c65\u6b74\u3001\u793e\u4f1a\u60c5\u5831\u306a\u3069\u3092\u7d71\u5408\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u306a<strong>\u4fe1\u7528\u8a55\u4fa1<\/strong>\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (\u81ea\u7136\u8a00\u8a9e\u51e6\u7406)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3068\u95a2\u4fc2\u62bd\u51fa<\/strong>: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3068\u60c5\u5831\u62bd\u51fa\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Q&amp;A\u30b7\u30b9\u30c6\u30e0:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u8907\u96d1\u3067\u6b63\u78ba\u306a\u81ea\u7136\u8a00\u8a9e<strong>Q&amp;A<\/strong>\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8 (IoT)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30d0\u30a4\u30b9\u7ba1\u7406<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001IoT \u30c7\u30d0\u30a4\u30b9\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u7ba1\u7406\u304a\u3088\u3073\u76e3\u8996\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u5206\u6790:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001\u6545\u969c\u306e\u4e88\u6e2c\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u305f\u3081\u306b\u6a5f\u5668\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u307b\u3093\u306e\u4e00\u90e8\u3067\u3059\u304c\u3001\u305d\u306e\u53ef\u80fd\u6027\u306f\u305d\u308c\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u6280\u8853\u306e\u7d99\u7d9a\u7684\u306a\u767a\u5c55\u306b\u3088\u308a\u3001\u3088\u308a\u591a\u304f\u306e\u5206\u91ce\u3067\u306e\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u9069\u7528\u304c\u307e\u3059\u307e\u3059\u5e83\u7bc4\u306b\u306a\u308b\u3068\u4e88\u6e2c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>ChatGPT\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u6bd4\u8f03\u3057\u305f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u7d39\u4ecb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u306f\u3001\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u306f\u660e\u78ba\u306a\u9055\u3044\u3068\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002 \u8a73\u7d30\u306a\u6bd4\u8f03\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 (RDBMS)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67d4\u8edf\u6027<\/strong>: \u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u591a\u304f\u306e\u5834\u5408\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u30b9\u30ad\u30fc\u30de\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u3088\u308a\u67d4\u8edf\u6027\u304c\u9ad8\u304f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u52d5\u7684\u306b\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u306a<\/strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7: \u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u8907\u96d1\u306a\u591a\u5bfe\u591a\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f\u8ffd\u52a0\u306e\u7d50\u5408\u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u76f4\u63a5\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af:<\/strong>&nbsp;\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u306f\u8c4a\u5bcc\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30ec\u30a4\u30e4\u30fc\u304c\u3042\u308a\u3001\u3088\u308a\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3084\u63a8\u8ad6\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(\u4f8b:MongoDB)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u69cb\u9020<\/strong>:\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u975e\u69cb\u9020\u5316\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u9ad8\u5ea6\u306b\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30a8\u30ea\u6a5f\u80fd<\/strong>: \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30af\u30a8\u30ea\u306f\u4e00\u822c\u7684\u306b\u5358\u7d14\u3067\u3001\u4e3b\u306b\u53d6\u5f97\u3068\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u8907\u96d1\u306a\u30b0\u30e9\u30d5 \u30af\u30a8\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5217\u30b9\u30c8\u30a2 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 (\u30ab\u30b5\u30f3\u30c9\u30e9 \u306a\u3069)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8aad\u307f\u53d6\u308a\u3068<\/strong>\u66f8\u304d\u8fbc\u307f\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: \u5217\u30b9\u30c8\u30a2 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u901a\u5e38\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u8aad\u307f\u53d6\u308a\u304a\u3088\u3073\u66f8\u304d\u8fbc\u307f\u64cd\u4f5c\u7528\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u8907\u96d1\u306a\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb: \u5217\u30b9\u30c8\u30a2 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u4e3b\u306b\u5927\u91cf\u306e\u540c\u7a2e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u9ad8\u5ea6\u306b\u63a5\u7d9a\u3055\u308c\u305f\u591a\u69d8\u306a<strong>\u30c7\u30fc\u30bf<\/strong>\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u901a\u5e38\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(\u4f8b:Neo4j)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af<\/strong>&nbsp;\u30ec\u30a4\u30e4\u30fc: \u901a\u5e38\u306e\u30b0\u30e9\u30d5 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u304c\u3001\u901a\u5e38\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u3088\u3046\u306a\u8c4a\u5bcc\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30ec\u30a4\u30e4\u30fc\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6<\/strong>: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u30eb\u30fc\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u3088\u308a\u8907\u96d1\u306a\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(\u4f8b:InfluxDB)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u7684<\/strong>: \u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u4e3b\u306b\u6642\u9593\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u8907\u96d1\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u95a2\u4fc2\u3092\u683c\u7d0d\u304a\u3088\u3073\u30af\u30a8\u30ea\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3:\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u901a\u5e38\u3001\u6642\u9593\u306e\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u306e\u307f\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u591a\u6b21\u5143\u306e\u95a2\u4fc2\u3092\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3068\u8c4a\u5bcc\u306a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30ec\u30a4\u30e4\u30fc\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u8868\u73fe\u3057\u3001\u9ad8\u5ea6\u306a\u30af\u30a8\u30ea\u3068\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b\u4e0a\u3067\u660e\u3089\u304b\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u306f\u3001\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u306b\u3082\u9069\u7528\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u6bd4\u8f03\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3084\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u306e\u9055\u3044\u3001\u9577\u6240\u3068\u77ed\u6240\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30c1\u30e3\u30c3\u30c8GPT\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u8981\u7d20\u306e1\u3064\u3067\u3059\u3002 \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5f79\u5272\u3068\u91cd\u8981\u6027<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u73fe\u5b9f\u4e16\u754c\u306e\u5177\u4f53\u7684\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u307e\u305f\u306f\u6982\u5ff5\u3092\u8868\u3059\u30ce\u30fc\u30c9\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u307e\u305f\u306f\u6982\u5ff5\u306f\u3001\u7269\u7406\u7684(\u4f8b\u3048\u3070\u3001\u4eba\u3001\u5834\u6240\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)\u307e\u305f\u306f\u62bd\u8c61\u7684(\u4f8b\u3048\u3070\u3001\u30a4\u30d9\u30f3\u30c8\u3001\u6982\u5ff5\u3001\u30ab\u30c6\u30b4\u30ea)\u3067\u3042\u308a\u5f97\u308b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c5e\u6027<\/h4>\n\n\n\n<p>\u901a\u5e38\u3001\u5404\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u3055\u307e\u3056\u307e\u306a\u7279\u6027\u3092\u8a18\u8ff0\u3059\u308b\u4e00\u9023\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u304c\u95a2\u9023\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001Person \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u306f\u3001\u540d\u524d\u3001\u5e74\u9f62\u3001\u8077\u696d\u306a\u3069\u306e\u5c5e\u6027\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u610f\u306e\u8b58\u5225\u5b50<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306f\u3001\u901a\u5e38\u3001\u5404\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u3001\u6b63\u78ba\u306b\u53c2\u7167\u304a\u3088\u3073\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u3001URI \u306a\u3069\u306e\u4e00\u610f\u306e\u8b58\u5225\u5b50\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bf\u30a4\u30d7\u3068\u30ab\u30c6\u30b4\u30ea<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u3088\u308a\u9069\u5207\u306a\u7de8\u6210\u3068\u30af\u30a8\u30ea\u306e\u305f\u3081\u306b 1 \u3064\u4ee5\u4e0a\u306e\u7a2e\u985e\u307e\u305f\u306f\u5206\u985e\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001&#8221;\u30ea\u30f3\u30b4&#8221; \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f &#8220;\u679c\u7269&#8221; \u3068 &#8220;\u98df\u54c1&#8221; \u3068\u3057\u3066\u5206\u985e\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u4fc2<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u5358\u72ec\u3067\u5b58\u5728\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u95a2\u4fc2\u3092\u901a\u3058\u3066\u4ed6\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u63a5\u7d9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001&#8221;author&#8221; \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u3001&#8221;written &#8221; \u3068\u3044\u3046\u95a2\u4fc2\u3092\u901a\u3058\u3066 &#8220;book&#8221; \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u63a5\u7d9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u30bb\u30c3\u30c8<\/h4>\n\n\n\n<p>\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001\u8907\u6570\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092 1 \u3064\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3 \u30bb\u30c3\u30c8\u306b\u7de8\u6210\u3057\u3066\u3001\u985e\u4f3c\u3057\u305f\u30af\u30e9\u30b9\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u307e\u305f\u306f\u6982\u5ff5\u3092\u8868\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u3059\u3079\u3066\u306e People \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092 1 \u3064\u306e Population \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3 \u30bb\u30c3\u30c8\u306b\u7de8\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7528\u9014\u3068\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u60c5\u5831\u306e\u53d6\u5f97<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u60c5\u5831\u3092\u3088\u308a\u6b63\u78ba\u306b\u7167\u4f1a\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u5206\u6790: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u305d\u306e\u5c5e\u6027\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf \u30dd\u30a4\u30f3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6<\/strong>\u3068\u4e88\u6e2c: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u305d\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u63a8\u8ad6\u3068\u4e88\u6e2c\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u8981\u7d20\u3067\u3042\u308a\u3001\u73fe\u5b9f\u4e16\u754c\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u6982\u5ff5\u3092\u8868\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30d1\u30c6\u30a3\u3084\u95a2\u4fc2\u3092\u901a\u3058\u3066\u4ed6\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u76f8\u4e92\u63a5\u7d9a\u3057\u307e\u3059\u3002 \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u305d\u306e\u5f79\u5272\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u5168\u4f53\u306e\u69cb\u9020\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u6982\u5ff5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30ba\u3001ChatGPT\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u95a2\u4fc2\u306f\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002 \u95a2\u4fc2\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u77e5\u8b58\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u95a2\u4fc2\u306e\u5f79\u5272\u3068\u91cd\u8981\u6027<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306f\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f 2 \u3064\u4ee5\u4e0a\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u63a5\u7d9a\u3057\u3001\u305d\u308c\u3089\u306e\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u6027\u8cea\u3092\u8a18\u8ff0\u3059\u308b\u30a8\u30c3\u30b8\u3067\u3059\u3002 \u95a2\u4fc2\u306f\u901a\u5e38\u3001\u65b9\u5411\u4ed8\u3051\u3089\u308c\u3001\u3042\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3(\u30b5\u30d6\u30b8\u30a7\u30af\u30c8)\u304b\u3089\u5225\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3(\u30aa\u30d6\u30b8\u30a7\u30af\u30c8)\u3078\u306e\u3042\u308b\u7a2e\u306e\u95a2\u9023\u4ed8\u3051\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c5e\u6027<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u540c\u69d8\u306b\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3082\u5c5e\u6027\u3092\u6301\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306f\u3001\u95a2\u4fc2\u3092\u3055\u3089\u306b\u8a18\u8ff0\u307e\u305f\u306f\u5b9a\u91cf\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u4f1a\u793e\u9593\u95a2\u4fc2\u306e\u4eba\u3068\u4ed5\u4e8b\u306e\u95a2\u4fc2\u3067\u306f\u3001\u4f1a\u793e\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u5f79\u5272\u3092\u8868\u3059 &#8220;position&#8221; \u5c5e\u6027\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7a2e\u985e<\/h4>\n\n\n\n<p>\u901a\u5e38\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u306f\u3001\u7570\u306a\u308b\u6027\u8cea\u306e\u63a5\u7d9a\u3092\u533a\u5225\u3059\u308b\u305f\u3081\u306e 1 \u3064\u4ee5\u4e0a\u306e\u578b\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001&#8221;\u6240\u6709\u3059\u308b&#8221;\u3001&#8221;\u9023\u643a\u3059\u308b&#8221;\u3001\u304a\u3088\u3073 &#8220;\u3042\u308b&#8221; \u306f\u3001\u3059\u3079\u3066\u7570\u306a\u308b\u7a2e\u985e\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u591a\u69d8 \u6027<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u5225\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u9593\u306b\u306f\u3001\u540c\u3058\u578b\u306e\u591a\u304f\u306e\u7570\u306a\u308b\u578b\u307e\u305f\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u4eba\u306f\u8907\u6570\u306e\u8eca\u3092\u300c\u6240\u6709\u300d\u3057\u305f\u308a\u3001\u8907\u6570\u306e\u4f1a\u793e\u3067\u300c\u50cd\u304f\u300d\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u91cd\u307f<\/h4>\n\n\n\n<p>\u4e00\u90e8\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u5f37\u3055\u307e\u305f\u306f\u91cd\u8981\u6027\u3092\u793a\u3059\u305f\u3081\u306b\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u91cd\u307f\u4ed8\u3051\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u30012\u4eba\u306e\u9593\u306e\u95a2\u4fc2\u306e\u91cd\u307f\u306f\u3001\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u983b\u5ea6\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6709\u5411\u304a\u3088\u3073\u7121\u5411<\/h4>\n\n\n\n<p>\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u5185\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f\u6307\u793a\u3055\u308c\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u7121\u5411\u95a2\u4fc2\u3082\u4f7f\u7528\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7528\u9014\u3068\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30af\u30a8\u30ea\u3068\u691c\u7d22<\/strong>: \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f 2 \u3064\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u6700\u77ed\u30d1\u30b9\u306e\u691c\u7d22\u306a\u3069\u3001\u8907\u96d1\u306a\u30b0\u30e9\u30d5 \u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0<\/strong>: \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u88fd\u54c1\u306e\u9593\u306e &#8220;\u3044\u3044\u306d&#8221; \u307e\u305f\u306f &#8220;\u8cfc\u5165&#8221; \u95a2\u4fc2\u306b\u57fa\u3065\u304f\u306a\u3069\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u5206\u6790<\/strong>\u3068\u8996\u899a\u5316: \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3068\u8996\u899a\u5316\u306e\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u95a2\u4fc2\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u7570\u306a\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u63a5\u7d9a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u76f8\u4e92\u4f5c\u7528\u3068\u95a2\u9023\u4ed8\u3051\u306b\u95a2\u3059\u308b\u8c4a\u5bcc\u306a\u60c5\u5831\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u9069\u5207\u306b\u5b9a\u7fa9\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u69cb\u7bc9\u3057\u3066\u9069\u7528\u3059\u308b\u305f\u3081\u306e\u9375\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u95a2\u4fc2\u306e\u6982\u5ff5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u5c5e\u6027\u30c1\u30e3\u30c3\u30c8GPT\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u5c5e\u6027\u3082\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u5c5e\u6027\u306e\u5f79\u5272\u3068\u91cd\u8981\u6027<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u5c5e\u6027\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u307e\u305f\u306f\u95a2\u4fc2\u306e\u7279\u6027\u3092\u8a18\u8ff0\u3059\u308b\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3067\u3059\u3002 \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u304c\u73fe\u5b9f\u4e16\u754c\u306e\u8907\u96d1\u3055\u3092\u3088\u308a\u6b63\u78ba\u306b\u8868\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u7a2e\u985e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u672c<\/strong>\u5c5e\u6027: \u3053\u308c\u3089\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u57fa\u672c\u7684\u306a\u7279\u6027\u3092\u8a18\u8ff0\u3059\u308b\u5c5e\u6027\u3067\u3042\u308a\u3001\u305f\u3068\u3048\u3070\u3001Person 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class=\"wp-block-heading\">\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u578b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u5024\u578b<\/strong>: &#8220;\u5e74\u9f62&#8221;\u3001&#8221;\u4fa1\u683c&#8221; \u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30c6\u30ad\u30b9\u30c8<\/strong>: &#8220;\u540d\u524d&#8221;\u3001&#8221;\u8aac\u660e&#8221; \u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u65e5\u4ed8\/\u6642\u523b\u30bf\u30a4\u30d7<\/strong>:\u300c\u8a95\u751f\u65e5\u300d\u3001\u300c\u30ea\u30ea\u30fc\u30b9\u65e5\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30d6\u30fc\u30eb\u5024<\/strong>:\u300c\u5728\u5eab\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u300d\u3001\u300c\u65e2\u5a5a\u300d\u306a\u3069\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c5e\u6027\u3068\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u304a\u3088\u3073\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3068\u306e\u95a2\u9023\u4ed8\u3051<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u5c5e\u6027<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u7279\u6027\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u76f4\u63a5\u30a2\u30bf\u30c3\u30c1\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u95a2\u4fc2\u5c5e\u6027<\/strong>: 2 \u3064\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u3092\u8a18\u8ff0\u307e\u305f\u306f\u5b9a\u91cf\u5316\u3059\u308b\u305f\u3081\u306b\u95a2\u4fc2\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u4f1a\u793e\u306e\u305f\u3081\u306e\u4eba\u3068\u4ed5\u4e8b\u306e\u95a2\u4fc2\u3067\u306f\u3001\u300c\u8077\u4f4d\u300d\u5c5e\u6027\u304c\u3042\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7528\u9014\u3068\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf<\/strong>&nbsp;\u30af\u30a8\u30ea: \u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u8a73\u7d30\u306a\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u7d5e\u3063\u305f\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u5206\u6790: \u5c5e\u6027\u306f\u3001\u30de\u30eb\u30c1\u30a2\u30f3\u30b0\u30eb\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0:\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u3001\u8cfc\u5165\u5c65\u6b74\u306a\u3069\u306e\u5c5e\u6027\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f<strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3<\/strong>\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u5c5e\u6027\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u95a2\u4fc2\u306e\u8aac\u660e\u3092\u5145\u5b9f\u3055\u305b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u9069\u7528\u7bc4\u56f2\u3068\u7cbe\u5ea6\u3092\u9ad8\u3081\u307e\u3059\u3002 \u5c5e\u6027\u3092\u9069\u5207\u306b\u5b9a\u7fa9\u3057\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u69cb\u7bc9\u3068\u9069\u7528\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5c5e\u6027\u306e\u6982\u5ff5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30eb\u30c1\u30e3\u30c3\u30c8GPT\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30c8\u30ea\u30d7\u30eb\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u60c5\u5831\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u57fa\u790e\u3068\u306a\u308b\u30c7\u30fc\u30bf\u69cb\u9020\u3067\u3059\u3002 \u30c8\u30ea\u30d7\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u77e5\u8b58\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u30c8\u30ea\u30d7\u30eb\u306e\u5f79\u5272\u3068\u91cd\u8981\u6027<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306f\u3001\u4e8b\u5b9f\u307e\u305f\u306f\u30af\u30ec\u30fc\u30e0\u3092\u8868\u3059\u305f\u3081\u306b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u57fa\u790e\u3068\u306a\u308b\u5358\u4f4d\u3067\u3059\u3002 \u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306f\u901a\u5e38\u3001\u4e3b\u8a9e\u3001\u8ff0\u8a9e\u3001\u76ee\u7684\u8a9e\u306e3\u3064\u306e\u90e8\u5206\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ef6\u540d<\/strong>: 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class=\"wp-block-heading\">\u4f8b<\/h4>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u306e\u7c21\u5358\u306a\u4f8b\u306f\u3001(\u30d0\u30e9\u30af\u30fb\u30aa\u30d0\u30de\u3001\u30cf\u30ef\u30a4\u751f\u307e\u308c)\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u8868\u73fe<\/h4>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30eb\u306f\u901a\u5e38\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u7279\u6b8a\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u69cb\u9020\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002 \u307e\u305f\u3001RDF (\u30ea\u30bd\u30fc\u30b9\u8a18\u8ff0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af)\u3001Turtle\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30ea\u30a2\u30eb\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c0b\u306d\u308b<\/h4>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30eb\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306eSPARQL\u306a\u3069\u306e\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u8a00\u8a9e\u306e\u57fa\u790e\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7528\u9014\u3068\u7528\u9014<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60c5\u5831\u8868\u73fe:\u30c8\u30ea\u30d7\u30eb\u306f\u3001\u3059\u3079\u3066\u306e\u30bf\u30a4\u30d7\u306e<strong>\u60c5\u5831<\/strong>\u3092\u8868\u3059\u305f\u3081\u306b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u4f7f\u7528\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>:\u60c5\u5831\u3092\u30c8\u30ea\u30d7\u30eb\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af<\/strong>: \u30c8\u30ea\u30d7\u30eb\u306f\u3001\u65e2\u77e5\u306e\u30c8\u30ea\u30d7\u30eb\u304b\u3089\u65b0\u3057\u3044\u30c8\u30ea\u30d7\u30eb\u3092\u5c0e\u51fa\u3059\u308b\u306a\u3069\u3001\u8ad6\u7406\u7684\u306a\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u62e1\u5f35\u30d5\u30a9\u30fc\u30e0<\/h4>\n\n\n\n<p>\u4e00\u90e8\u306e\u8907\u96d1\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u3088\u308a\u8907\u96d1\u306a\u95a2\u4fc2\u3068\u5c5e\u6027\u3092\u8868\u3059\u305f\u3081\u306b\u3001\u9ad8\u6b21\u5143\u306e &#8220;n \u30bf\u30d7\u30eb&#8221; \u304c\u4f7f\u7528\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30c8\u30ea\u30d7\u30eb\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3067\u3042\u308a\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u3068\u5c5e\u6027\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u3089\u306f\u3001\u8907\u96d1\u306a\u60c5\u5831\u3084\u77e5\u8b58\u3092\u8868\u73fe\u3059\u308b\u305f\u3081\u306e\u975e\u5e38\u306b\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30c8\u30ea\u30d7\u30eb\u306e\u6982\u5ff5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306eRDF(\u30ea\u30bd\u30fc\u30b9\u8a18\u8ff0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af)ChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001RDF(\u30ea\u30bd\u30fc\u30b9\u8a18\u8ff0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af)\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afWeb\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002 RDF\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">RDF(\u30ea\u30bd\u30fc\u30b9\u8a18\u8ff0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af):\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>RDF\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u3068\u30ea\u30bd\u30fc\u30b9\u9593\u306e\u95a2\u4fc2\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u30e2\u30c7\u30eb\u3067\u3059\u3002 \u3053\u308c\u306f\u3001\u4e3b\u306b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afWeb\u3068\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u30ef\u30fc\u30eb\u30c9\u30ef\u30a4\u30c9\u30a6\u30a7\u30d6\u30b3\u30f3\u30bd\u30fc\u30b7\u30a2\u30e0(W3C)\u306b\u3088\u3063\u3066\u5c0e\u5165\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ca1\u56e3\u306e\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>URI&nbsp;<strong>(Uniform Resource Identifier):<\/strong>&nbsp;RDF\u306f\u3001URI\u3092\u4f7f\u7528\u3057\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u4e00\u610f\u306b\u8b58\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c8\u30ea\u30d7\u30eb<\/strong>: RDF\u306f\u3001\u305d\u308c\u305e\u308c\u304c\u4e3b\u8a9e\u3001\u8ff0\u90e8\u3001\u304a\u3088\u3073\u76ee\u7684\u8a9e\u3067\u69cb\u6210\u3055\u308c\u308b\u57fa\u672c\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u3057\u3066\u30c8\u30ea\u30d7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u69cb\u6587\u3068\u30b7\u30ea\u30a2\u30eb\u5316<\/h4>\n\n\n\n<p>RDF\u30c7\u30fc\u30bf\u306f\u3001\u4ee5\u4e0b\u3092\u542b\u3080\u304c\u3053\u308c\u3089\u306b\u9650\u5b9a\u3055\u308c\u306a\u3044\u3055\u307e\u3056\u307e\u306a\u69cb\u6587\u3067\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RDF\/XML:<\/strong>&nbsp;XML \u30d9\u30fc\u30b9\u306e RDF \u30b7\u30ea\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u3002<\/li>\n\n\n\n<li><strong>Turtle<\/strong>: \u3088\u308a\u7c21\u6f54\u306aRDF\u30b7\u30ea\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u30fb\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3002<\/li>\n\n\n\n<li><strong>JSON-LD:<\/strong>&nbsp;JSON \u30d9\u30fc\u30b9\u306e RDF \u30b7\u30ea\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30a8\u30ea\u8a00\u8a9e: SPARQL<\/h4>\n\n\n\n<p>SPARQL \u306f\u3001RDF \u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u3059\u308b\u305f\u3081\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u8a00\u8a9e\u3067\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7d50\u5408\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u4e26\u3079\u66ff\u3048\u306a\u3069\u306e\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<p>RDF\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jena<\/strong>: RDF \u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e Java \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>Virtuoso<\/strong>: \u9ad8\u6027\u80fd\u306aRDF\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>Prot\u00e9g\u00e9<\/strong>: \u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3092\u4f5c\u6210\u304a\u3088\u3073\u7de8\u96c6\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30c4\u30fc\u30eb\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5:RDF\u306f\u3001<strong>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/strong>\u306e\u69cb\u7bc9\u3068\u30af\u30a8\u30ea\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: RDF\u306f\u3001\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u67d4\u8edf\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af<\/strong>\u691c\u7d22: RDF\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5229\u70b9\u3068\u6b20\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ed\u305f\u3061<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u3044\u67d4\u8edf\u6027\u3068\u62e1\u5f35\u6027\u3002<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u3055\u308c\u3001\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u96d1\u306a\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3068\u5c5e\u6027\u3092\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77ed\u6240<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u66f2\u7dda\u306f\u6bd4\u8f03\u7684\u9ad8\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u554f\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>RDF\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u30b3\u30a2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002 \u3053\u308c\u306f\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u8868\u73fe\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001RDF\u3068\u305d\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3078\u306e\u5fdc\u7528\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>SPARQL\u30af\u30a8\u30ea\u8a00\u8a9eChatGPT\u306e\u30c4\u30fc\u30eb\u3084\u30c6\u30af\u30cb\u30c3\u30af\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001SPARQL(SPARQL Protocol and RDF Query Language)\u306fRDF\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u7684\u306a\u7167\u4f1a\u8a00\u8a9e\u3067\u3059\u3002 SPARQL \u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e: \u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>SPARQL \u306f\u3001RDF \u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u304a\u3088\u3073\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u7684\u306a\u7167\u4f1a\u8a00\u8a9e\u304a\u3088\u3073\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u3059\u3002 \u3053\u308c\u306f\u3001\u30ef\u30fc\u30eb\u30c9\u30ef\u30a4\u30c9\u30a6\u30a7\u30d6\u30b3\u30f3\u30bd\u30fc\u30b7\u30a2\u30e0(W3C)\u306b\u3088\u3063\u3066\u7acb\u3061\u4e0a\u3052\u3089\u308c\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u3068\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ca1\u56e3\u306e\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SELECT \u30af\u30a8\u30ea<\/strong>: RDF \u30c7\u30fc\u30bf\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>CONSTRUCT<\/strong>\u30af\u30a8\u30ea: \u30af\u30a8\u30ea\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u65b0\u3057\u3044RDF\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>ASK\u30af\u30a8\u30ea<\/strong>: RDF\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>DESCRIBE \u30af\u30a8\u30ea<\/strong>: RDF \u30ea\u30bd\u30fc\u30b9\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b RDF \u8a18\u8ff0\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30a8\u30ea \u30e2\u30fc\u30c9<\/h4>\n\n\n\n<p>SPARQL\u306f\u30b0\u30e9\u30d5\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u3066RDF\u30c7\u30fc\u30bf\u3092\u7167\u5408\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u5358\u7d14\u306a\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u30fb\u30d1\u30bf\u30fc\u30f3\u3001\u3088\u308a\u8907\u96d1\u306a\u30aa\u30d7\u30b7\u30e7\u30f3\u30fb\u30d1\u30bf\u30fc\u30f3\u3001\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9\u30fb\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5909\u6570\u3068\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5909\u6570<\/strong>: \u30af\u30a8\u30ea\u5185\u306e\u4e0d\u660e\u90e8\u5206\u307e\u305f\u306f\u53ef\u5909\u90e8\u5206\u3092\u8868\u3059\u305f\u3081\u306b OR \u3067\u59cb\u307e\u308a\u307e\u3059\u3002<code>?<\/code><code>$<\/code><\/li>\n\n\n\n<li><strong>\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9<\/strong>: URI \u3092\u77ed\u7e2e\u3057\u3001\u30af\u30a8\u30ea\u306e\u8aad\u307f\u3084\u3059\u3055\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d5\u30a3\u30eb\u30bf\u30fc\u3068\u4e26\u3079\u66ff\u3048<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d5\u30a3\u30eb\u30bf\u30fc:<\/strong>&nbsp;\u30af\u30a8\u30ea\u7d50\u679c\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>ORDER BY<\/strong>: \u30af\u30a8\u30ea\u7d50\u679c\u3092\u4e26\u3079\u66ff\u3048\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u96c6\u8a08\u95a2\u6570<\/h4>\n\n\n\n<p>SPARQL \u306f\u3001\u30af\u30a8\u30ea\u7d50\u679c\u3092\u8981\u7d04\u3059\u308b\u305f\u3081\u306b\u3001\u3001\u3001\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u96c6\u8a08\u95a2\u6570\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<code>COUNT<\/code><code>SUM<\/code><code>AVG<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Apache Jena<\/strong>: \u5b8c\u5168\u306a Java SPARQL API \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Virtuoso<\/strong>: SPARQL\u30af\u30a8\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u9ad8\u6027\u80fdRDF\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>RDF4J: RDF<\/strong>\u3068SPARQL\u3092\u6271\u3046\u305f\u3081\u306eJava\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e5\u8b58\u306e\u767a\u898b<\/strong>:\u8907\u96d1\u306aSPARQL\u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u304b\u3089\u8cb4\u91cd\u306a\u60c5\u5831\u3068\u95a2\u4fc2\u3092\u767a\u898b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: SPARQL\u306f\u3001\u8907\u6570\u306eRDF\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af<\/strong>\u691c\u7d22: SPARQL\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d9\u30fc\u30b9\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5229\u70b9\u3068\u6b20\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ed\u305f\u3061<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u67d4\u8edf\u6027\u304c\u9ad8\u304f\u3001\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u3055\u308c\u3001\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77ed\u6240<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u554f\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b66\u7fd2\u66f2\u7dda\u306f\u6bd4\u8f03\u7684\u9ad8\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>SPARQL\u306f\u3001RDF\u3068\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u30b3\u30a2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3042\u308a\u3001RDF\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u304a\u3088\u3073\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u3067\u67d4\u8edf\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001SPARQL\u30af\u30a8\u30ea\u8a00\u8a9e\u3068\u305d\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3078\u306e\u5fdc\u7528\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>OWL(\u30a6\u30a7\u30d6\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e)ChatGPT\u306e\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001OWL(\u30a6\u30a7\u30d6\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e)\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3084\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u306e\u5206\u91ce\u3067\u91cd\u8981\u306a\u6280\u8853\u3067\u3059\u3002 OWL\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">OWL(\u30a6\u30a7\u30d6\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e):\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>OWL\u306f\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3092\u8868\u73fe\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u8a00\u8a9e\u3067\u3059\u3002 \u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u306f\u3001\u6982\u5ff5\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u95a2\u4fc2\u3001\u304a\u3088\u3073\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306e\u9ad8\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3067\u3059\u3002 OWL\u306f\u3001\u30ef\u30fc\u30eb\u30c9\u30ef\u30a4\u30c9\u30a6\u30a7\u30d6\u30b3\u30f3\u30bd\u30fc\u30b7\u30a2\u30e0(W3C)\u306b\u3088\u3063\u3066\u5c0e\u5165\u3055\u308c\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30b5\u30d6\u8a00\u8a9e<\/h4>\n\n\n\n<p>OWL\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8907\u96d1\u3055\u3068\u8868\u73fe\u80fd\u529b\u306e\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001OWL Lite\u3001OWL DL\u3001\u304a\u3088\u3073OWL Full\u3092\u542b\u3080\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30b5\u30d6\u8a00\u8a9e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ca1\u56e3\u306e\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30af\u30e9\u30b9<\/strong>: \u985e\u4f3c\u3057\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30b0\u30eb\u30fc\u30d7\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30ed\u30d1\u30c6\u30a3<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u307e\u305f\u306f\u30af\u30e9\u30b9\u9593\u306e\u95a2\u4fc2\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u500b\u4eba<\/strong>: \u7279\u5b9a\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u516c\u7406<\/strong>: \u30af\u30e9\u30b9\u3001\u5c5e\u6027\u3001\u304a\u3088\u3073\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9593\u306e\u8ad6\u7406\u30eb\u30fc\u30eb\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u69cb\u6587\u3068\u30b7\u30ea\u30a2\u30eb\u5316<\/h4>\n\n\n\n<p>OWL\u30c7\u30fc\u30bf\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3044\u304f\u3064\u304b\u306e\u69cb\u6587\u3067\u30b7\u30ea\u30a2\u30eb\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RDF\/XML:<\/strong>&nbsp;OWL\u30b7\u30ea\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306eXML\u30d9\u30fc\u30b9\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3002<\/li>\n\n\n\n<li><strong>OWL\/XML:<\/strong>&nbsp;OWL\u5c02\u7528\u306eXML\u30b7\u30ea\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30f3\u30c1\u30a7\u30b9\u30bf\u30fc\u69cb\u6587<\/strong>:\u3088\u308a\u8aad\u307f\u3084\u3059\u3044OWL\u30b7\u30ea\u30a2\u30eb\u5316\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u8ad6<\/h4>\n\n\n\n<p>OWL\u306f\u8ad6\u7406\u7684\u63a8\u8ad6\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u6697\u9ed9\u306e\u60c5\u5831\u3084\u95a2\u4fc2\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prot\u00e9g\u00e9<\/strong>: OWL\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3092\u4f5c\u6210\u304a\u3088\u3073\u7de8\u96c6\u3059\u308b\u305f\u3081\u306e\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>\u30da\u30ec\u30c3\u30c8<\/strong>:OWL\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n\n\n\n<li><strong>HermiT<\/strong>: \u3082\u3046\u4e00\u3064\u306e\u4eba\u6c17\u306e\u3042\u308bOWL\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ca\u30ec\u30c3\u30b8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/strong>:OWL\u306f\u3001\u8907\u96d1\u306a\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3068\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>:OWL\u306f\u3001\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>:OWL\u306f\u610f\u5473\u5206\u6790\u3068\u5b9f\u4f53\u8a8d\u8b58\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5229\u70b9\u3068\u6b20\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ed\u305f\u3061<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u3044\u8868\u73fe\u529b\u3068\u67d4\u8edf\u6027\u3002<\/li>\n\n\n\n<li>\u8ad6\u7406\u7684\u306a\u63a8\u8ad6\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u3055\u308c\u3001\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77ed\u6240<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u66f2\u7dda\u306f\u9ad8\u3044\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5834\u5408\u3001\u63a8\u8ad6\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u554f\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>OWL\u306f\u3001\u8907\u96d1\u306a\u6982\u5ff5\u3001\u95a2\u4fc2\u3001\u30eb\u30fc\u30eb\u3092\u8868\u73fe\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e\u3067\u3059\u3002 \u77e5\u8b58\u30b0\u30e9\u30d5\u3084\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u306e\u5206\u91ce\u3067\u5e45\u5e83\u3044\u7528\u9014\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001OWL\u3068\u305d\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3078\u306e\u5fdc\u7528\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(Neo4j\u306a\u3069)ChatGPT\u306e\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001Neo4j\u306a\u3069\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u95a2\u4fc2\u7ba1\u7406\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002 \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u7279\u306bNeo4j\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(\u4f8b:Neo4j):\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5b9a\u7fa9<\/h4>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30b0\u30e9\u30d5\u69cb\u9020\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u5f93\u6765\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u7570\u306a\u308a\u3001\u30b0\u30e9\u30d5 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u8907\u96d1\u306a\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u8868\u73fe\u3068\u30af\u30a8\u30ea\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8ca1\u56e3\u306e\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8<\/strong>: \u30ce\u30fc\u30c9\u9593\u306e\u95a2\u4fc2\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30ed\u30d1\u30c6\u30a3<\/strong>: \u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u3092\u8aac\u660e\u3059\u308b\u8ffd\u52a0\u60c5\u5831\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30a8\u30ea\u8a00\u8a9e: \u30b5\u30a4\u30d5\u30a1\u30fc<\/h4>\n\n\n\n<p>Neo4j \u306f\u3001Cypher \u3068\u547c\u3070\u308c\u308b\u5ba3\u8a00\u578b\u30b0\u30e9\u30d5 \u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 Cypher\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u76f4\u611f\u7684\u306b\u8868\u73fe\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u6700\u9069\u5316<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210<\/strong>:Neo4j\u306f\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6226\u7565\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30a8\u30ea\u306e\u6700\u9069\u5316<\/strong>:Neo4j\u306e\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30af\u30a8\u30ea\u3092\u81ea\u52d5\u7684\u306b\u6700\u9069\u5316\u3057\u3066\u5fdc\u7b54\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u30b5\u30dd\u30fc\u30c8<\/h4>\n\n\n\n<p>Neo4j\u306fACID(\u539f\u5b50\u6027\u3001\u4e00\u8cab\u6027\u3001\u5206\u96e2\u3001\u8010\u4e45\u6027)\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9ad8\u3044\u4fe1\u983c\u6027\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u7248\u3068\u5546\u7528\u7248<\/h4>\n\n\n\n<p>Neo4j\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3(\u7121\u6599)\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba(\u6709\u6599)\u30a8\u30c7\u30a3\u30b7\u30e7\u30f3\u306e\u4e21\u65b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neo4j\u30d6\u30e9\u30a6\u30b6<\/strong>:\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u7167\u4f1a\u304a\u3088\u3073\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306eWeb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3002<\/li>\n\n\n\n<li>Neo4j-OGM: Java \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068&nbsp;<strong>Neo4j<\/strong>&nbsp;\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u9593\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u7c21\u7d20\u5316\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b0\u30e9\u30d5\u30de\u30c3\u30d4\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5<\/strong>: \u8907\u96d1\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u95a2\u4fc2\u3092\u683c\u7d0d\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<strong>\u5206\u6790:\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u306e\u30e6\u30fc\u30b6\u30fc\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0:\u30b0\u30e9\u30d5\u5206\u6790\u306b\u57fa\u3065\u3044\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f<strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3<\/strong>\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5229\u70b9\u3068\u6b20\u70b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30d7\u30ed\u305f\u3061<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u67d4\u8edf\u6027\u304c\u9ad8\u304f\u3001\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u8868\u73fe\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li>\u5f37\u529b\u306a\u30af\u30a8\u30ea\u6a5f\u80fd\u3002<\/li>\n\n\n\n<li>\u512a\u308c\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u3068\u8c4a\u5bcc\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77ed\u6240<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u975e\u5e38\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u554f\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b66\u7fd2\u66f2\u7dda\u306f\u3001\u7279\u306b\u30b0\u30e9\u30d5\u7406\u8ad6\u306b\u7cbe\u901a\u3057\u3066\u3044\u306a\u3044\u4eba\u306b\u3068\u3063\u3066\u306f\u6bd4\u8f03\u7684\u9ad8\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u7279\u306bNeo4j\u306f\u3001\u30b0\u30e9\u30d5\u69cb\u9020\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u975e\u5e38\u306b\u67d4\u8edf\u3067\u5f37\u529b\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u591a\u304f\u306e\u5206\u91ce\u3067\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068Neo4j\u306e\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5ChatGPT\u3092\u4f5c\u6210\u3059\u308b\u30c7\u30fc\u30bf\u53ce\u96c6\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u3053\u306e\u30c8\u30d4\u30c3\u30af\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u53ce\u96c6\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u30b0\u30e9\u30d5\u306b\u5165\u529b\u3059\u308b\u306e\u306b\u5341\u5206\u306a\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u30de\u30c3\u30d7\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3001\u304a\u3088\u3073\u5c5e\u6027\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u516c\u958b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>:\u30a6\u30a3\u30ad\u30c7\u30fc\u30bf\u3001DBpedia\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u5185\u90e8\u30c7\u30fc\u30bf<\/strong>:CRM\u30b7\u30b9\u30c6\u30e0\u3001ERP\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30a6\u30a7\u30d6\u30af\u30ed\u30fc\u30e9<\/strong>: \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u307e\u305f\u306fAPI\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2<\/strong>:\u30c4\u30a4\u30c3\u30bf\u30fc\u3001\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af\u306a\u3069\u3002<\/li>\n\n\n\n<li>\u5c02\u9580\u5bb6\u306e\u610f\u898b:\u30c7\u30fc\u30bf\u306f<strong>\u5c02\u9580\u5bb6\u306e<\/strong>\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u307e\u305f\u306f\u30a2\u30f3\u30b1\u30fc\u30c8\u3092\u901a\u3058\u3066\u53ce\u96c6\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u578b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/strong>: SQL \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001CSV \u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/strong>: JSON \u3084 XML \u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/strong>:\u30c6\u30ad\u30b9\u30c8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001PDF\u3001\u753b\u50cf\u306a\u3069\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u54c1\u8cea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cbe\u5ea6<\/strong>: \u30c7\u30fc\u30bf\u304c\u6b63\u78ba\u3067\u4fe1\u983c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u5168\u6027<\/strong>: \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5b8c\u5168\u304b\u3069\u3046\u304b\u3002<\/li>\n\n\n\n<li><strong>\u4e00\u8cab\u6027<\/strong>: \u30c7\u30fc\u30bf\u5f62\u5f0f\u3068\u5358\u4f4d\u304c\u4e00\u8cab\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3002<\/li>\n\n\n\n<li><strong>\u9069\u6642\u6027:<\/strong>&nbsp;\u30c7\u30fc\u30bf\u304c\u6700\u65b0\u304b\u3069\u3046\u304b\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cd\u8907\u9664\u53bb<\/strong>: \u91cd\u8907\u3059\u308b\u30ec\u30b3\u30fc\u30c9\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6a19\u6e96\u5316<\/strong>: \u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u3055\u308c\u305f\u5f62\u5f0f\u307e\u305f\u306f\u5358\u4f4d\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b20\u640d\u5024\u306e\u51e6\u7406<\/strong>: \u6b20\u640d\u30c7\u30fc\u30bf\u3092\u5165\u529b\u307e\u305f\u306f\u524a\u9664\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5916\u308c\u5024\u306e\u51e6\u7406<\/strong>: \u5916\u308c\u5024\u3092\u7279\u5b9a\u3057\u3066\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u5909\u63db<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/strong>: \u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u62bd\u51fa<\/strong>: \u30c6\u30ad\u30b9\u30c8\u307e\u305f\u306f\u4ed6\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u62bd\u51fa<\/strong>: \u30c7\u30fc\u30bf\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb<\/strong>:OpenRefine\u3001Trifacta\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>:SQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(Neo4j)\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>:Hadoop\u3001Spark\u306a\u3069\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3067\u3059\u3002 \u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u4fa1\u5024\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5ChatGPT\u3067\u4f5c\u6210\u3057\u305f\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u5185\u306e\u60c5\u5831\u304c\u6b63\u78ba\u3067\u4e00\u8cab\u6027\u304c\u3042\u308a\u3001\u5229\u7528\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u4e0d\u6b63\u78ba\u307e\u305f\u306f\u4e00\u8cab\u6027\u306e\u306a\u3044\u30c7\u30fc\u30bf\u306f\u3001\u30de\u30c3\u30d7\u306e\u54c1\u8cea\u3084\u9069\u7528\u65b9\u6cd5\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u306e\u554f\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cd\u8907\u30c7\u30fc\u30bf<\/strong>: \u540c\u3058\u30ec\u30b3\u30fc\u30c9\u307e\u305f\u306f\u985e\u4f3c\u306e\u30ec\u30b3\u30fc\u30c9\u304c\u8907\u6570\u56de\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b20\u640d\u5024<\/strong>: \u30c7\u30fc\u30bf \u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u7a7a\u307e\u305f\u306f\u4e0d\u5b8c\u5168\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e0d\u6574\u5408<\/strong>: \u540c\u3058\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3067\u3082\u3001\u30ec\u30b3\u30fc\u30c9\u306e\u5f62\u5f0f\u3084\u5358\u4f4d\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5916\u308c\u5024<\/strong>: \u30c7\u30fc\u30bf\u306b\u306f\u3001\u6b63\u898f\u307e\u305f\u306f\u671f\u5f85\u5024\u3067\u306f\u306a\u3044\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u624b\u9806<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30ec\u30d3\u30e5\u30fc<\/strong>: \u30c7\u30fc\u30bf\u306e\u5305\u62ec\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u304b\u3089\u59cb\u3081\u3066\u3001\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u306e\u554f\u984c\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u8907\u9664\u53bb<\/strong>: \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u305f\u306f\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u91cd\u8907\u3059\u308b\u30ec\u30b3\u30fc\u30c9\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6b20\u640d\u5024\u306e\u51e6\u7406<\/strong>: \u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u6b20\u640d\u5024\u3092\u5165\u529b\u3059\u308b\u304b\u3001\u6b20\u640d\u5024\u3092\u542b\u3080\u30ec\u30b3\u30fc\u30c9\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u6a19\u6e96\u5316<\/strong>: \u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u3055\u308c\u305f\u5f62\u5f0f\u3001\u5358\u4f4d\u3001\u307e\u305f\u306f\u30a8\u30f3\u30b3\u30fc\u30c9\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5916\u308c\u5024\u306e\u51e6\u7406<\/strong>: \u7d71\u8a08\u5206\u6790\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u5916\u308c\u5024\u3092\u7279\u5b9a\u3057\u3066\u5bfe\u51e6\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u691c\u8a3c:\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u5f8c\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u304c\u89e3\u6c7a\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b<strong>\u30c7\u30fc\u30bf<\/strong>\u30ec\u30d3\u30e5\u30fc\u304c\u518d\u5ea6\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OpenRefine<\/strong>:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>\u30d1\u30f3\u30c0:<\/strong>\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306b\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308bPython\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li><strong>SQL<\/strong>: \u8907\u96d1\u306a\u30c7\u30fc\u30bf \u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Trifacta<\/strong>:\u5546\u7528\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b9\u30b1\u30fc\u30eb<\/strong>: \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u3088\u308a\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u3055<\/strong>:\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u307e\u305f\u306f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u8ab2\u984c\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u54c1\u8cea\u8a55\u4fa1<\/strong>:\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u52b9\u679c\u3092\u5b9a\u91cf\u5316\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30d3\u30b8\u30cd\u30b9\u5c02\u9580\u5bb6\u306e\u95a2\u4e0e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u5074\u9762\u306e1\u3064\u3067\u3059\u3002 \u614e\u91cd\u306b\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u54c1\u8cea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u4fa1\u5024\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58ChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306b\u304a\u3051\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306f\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3 (\u4eba\u306e\u540d\u524d\u3001\u5834\u6240\u3001\u7d44\u7e54\u306a\u3069) \u3092\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u30ce\u30fc\u30c9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u7a2e\u985e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u540d\u524d<\/strong>: \u4f8b: &#8220;\u30b9\u30c6\u30a3\u30fc\u30d6\u30b8\u30e7\u30d6\u30ba&#8221;\u3001&#8221;\u30a4\u30fc\u30ed\u30f3\u30de\u30b9\u30af&#8221; \u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u5834\u6240<\/strong>:\u4f8b:\u300c\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u300d\u3001\u300c\u6771\u4eac\u300d\u306a\u3069<\/li>\n\n\n\n<li><strong>\u7d44\u7e54<\/strong>:\u300c\u30a2\u30c3\u30d7\u30eb\u793e\u300d\u3001\u300c\u56fd\u9023\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u6642\u9593<\/strong>:\u300c2021\u300d\u3001\u300c20\u4e16\u7d00\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u56fa\u6709\u540d\u8a5e<\/strong>: &#8220;iPhone&#8221;\u3001&#8221;Windows 10&#8221; \u306a\u3069\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u65b9\u6cd5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30eb\u30fc\u30eb \u30d9\u30fc\u30b9<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306b\u6b63\u898f\u8868\u73fe\u307e\u305f\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>:\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30a3\u30fc\u30d7<\/strong>\u30e9\u30fc\u30cb\u30f3\u30b0:BERT\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306a\u3069\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8f9e\u66f8\u307e\u305f\u306f\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9: \u7167\u5408\u306b\u306f\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u8f9e\u66f8<strong>\u307e\u305f\u306f\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9<\/strong>\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>spaCy<\/strong>:\u8907\u6570\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u65b9\u6cd5\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9NER:\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9<\/strong>\u5927\u5b66\u306e\u540d\u524d\u4ed8\u304d\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>NLTK<\/strong>: \u57fa\u672c\u7684\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3002<\/li>\n\n\n\n<li><strong>OpenNLP<\/strong>: Apache \u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u66d6\u6627\u3055\u56de\u907f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5206\u6790<\/strong>: \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3001\u540c\u3058\u540d\u524d\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u3042\u3044\u307e\u3044\u3055\u3092\u89e3\u6d88\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30b5\u30a4\u30c6\u30fc\u30b7\u30e7\u30f3\u5206\u6790<\/strong>:\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u66d6\u6627\u3055\u56de\u907f\u3002<\/li>\n\n\n\n<li><strong>\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u306e\u914d\u7f6e<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u306e\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3066\u3001\u3042\u3044\u307e\u3044\u3055\u3092\u89e3\u6d88\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30ea\u30f3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u3078\u306e\u30ea\u30f3\u30af<\/strong>: \u8b58\u5225\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u65e2\u5b58\u306e\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u307e\u305f\u306f\u30b0\u30e9\u30d5\u306b\u30ea\u30f3\u30af\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u306e\u95a2\u9023\u4ed8\u3051<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u95a2\u9023\u3059\u308b\u5c5e\u6027\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306b\u4e0d\u53ef\u6b20\u306a\u624b\u9806\u3067\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8b58\u5225\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u3042\u3044\u307e\u3044\u3055\u306e\u89e3\u6d88\u3084\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u30ea\u30f3\u30af\u306a\u3069\u306e\u5f8c\u7d9a\u306e\u4f5c\u696d\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u304a\u3051\u308b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>ChatGPT\u3092\u62bd\u51fa\u3057\u3066\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u95a2\u4fc2\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u95a2\u4fc2\u62bd\u51fa\u306f\u77e5\u8b58\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u304a\u3051\u308b\u95a2\u4fc2\u62bd\u51fa\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u95a2\u4fc2\u62bd\u51fa\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u4fc2\u62bd\u51fa\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u62bd\u51fa\u306f\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u8b58\u5225\u3057\u3066\u62bd\u51fa\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u95a2\u4fc2\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u30a8\u30c3\u30b8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u7a2e\u985e\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89aa\u65cf\u95a2\u4fc2<\/strong>:\u300c\u7236\u3068\u606f\u5b50\u300d\u3001\u300c\u592b\u3068\u59bb\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u5730\u7406\u7684\u95a2\u4fc2<\/strong>:\u300c\u30a4\u30f3\u300d\u3001\u300c\u8fd1\u304f\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30d3\u30b8\u30cd\u30b9\u95a2\u4fc2<\/strong>:\u300c\u5354\u529b\u300d\u3001\u300c\u7af6\u4e89\u300d\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u6642\u9593\u95a2\u4fc2<\/strong>:\u300c\u524d\u300d\u3001\u300c\u540c\u6642\u300d\u306a\u3069\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u4fc2\u62bd\u51fa\u65b9\u6cd5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9<\/strong>: \u6b63\u898f\u8868\u73fe\u307e\u305f\u306f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30de\u30c3\u30c1\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u305f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u62bd\u51fa\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>: \u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0 \u30d5\u30a9\u30ec\u30b9\u30c8\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0:RNN\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306a\u3069\u306e<strong>\u30c7\u30a3\u30fc\u30d7<\/strong>\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30fc\u30d7\u30f3\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u62bd\u51fa<\/strong>: \u5b9a\u7fa9\u6e08\u307f\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u7a2e\u985e\u306b\u4f9d\u5b58\u305b\u305a\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u76f4\u63a5\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>spaCy<\/strong>: \u4f9d\u5b58\u95a2\u4fc2\u306e\u69cb\u6587\u5206\u6790\u3092\u63d0\u4f9b\u3057\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u62bd\u51fa\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>OpenIE:<\/strong>\u30aa\u30fc\u30d7\u30f3\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u62bd\u51fa\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u60c5\u5831\u62bd\u51fa\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u95a2\u4fc2\u62bd\u51fa\u5668<strong>:\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u95a2\u4fc2\u62bd\u51fa<\/strong>\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>AllenNLP<\/strong>: \u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u62bd\u51fa\u306e\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u6700\u65b0\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u4fc2\u306e\u66d6\u6627\u3055\u56de\u907f\u3068\u691c\u8a3c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5206\u6790:<\/strong>&nbsp;\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u3042\u3044\u307e\u3044\u3055\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u306e\u914d\u7f6e<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9\u306e\u60c5\u5831\u3092\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u691c\u8a3c\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u95a2\u4fc2\u5f37\u5316<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91cd\u307f\u306e\u5272\u308a\u5f53\u3066<\/strong>: \u95a2\u4fc2\u304c\u767a\u751f\u3059\u308b\u983b\u5ea6\u307e\u305f\u306f\u4fe1\u983c\u5ea6\u306b\u57fa\u3065\u3044\u3066\u91cd\u307f\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u306e\u95a2\u9023\u4ed8\u3051<\/strong>: \u95a2\u9023\u3059\u308b\u5c5e\u6027\u307e\u305f\u306f\u30e9\u30d9\u30eb\u3092\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u62bd\u51fa\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u8b58\u5225\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u66d6\u6627\u3055\u56de\u907f\u3001\u691c\u8a3c\u3001\u5f37\u5316\u306a\u3069\u306e\u624b\u9806\u3082\u542b\u307e\u308c\u307e\u3059\u3002 \u6b63\u78ba\u306a\u95a2\u4fc2\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u54c1\u8cea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4fa1\u5024\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u304a\u3051\u308b\u95a2\u4fc2\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5ChatGPT\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30d3\u30eb\u30c7\u30a3\u30f3\u30b0\u30b0\u30e9\u30d5\u306e\u69cb\u9020\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u69cb\u7bc9\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u304a\u3051\u308b\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u69cb\u7bc9\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u69cb\u9020\u306e\u69cb\u7bc9\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u69cb\u7bc9\u306f\u3001\u8b58\u5225\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u95a2\u4fc2\u3092\u6709\u5411\u30b0\u30e9\u30d5\u307e\u305f\u306f\u7121\u5411\u30b0\u30e9\u30d5\u306b\u7de8\u6210\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u3053\u306e\u30b0\u30e9\u30d5\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u56f3\u306e\u57fa\u672c\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027<\/strong>: \u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u3092\u8a18\u8ff0\u3059\u308b\u8ffd\u52a0\u60c5\u5831\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u56f3\u306e\u4f5c\u6210\u624b\u9806<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9\u306e\u8ffd\u52a0<\/strong>: \u8a8d\u8b58\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u30ce\u30fc\u30c9\u3068\u3057\u3066\u30b0\u30e9\u30d5\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8\u8ffd\u52a0<\/strong>: \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u62bd\u51fa\u306e\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u3001\u95a2\u9023\u3059\u308b\u30ce\u30fc\u30c9\u3092\u63a5\u7d9a\u3059\u308b\u30a8\u30c3\u30b8\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u306e\u5272\u308a\u5f53\u3066<\/strong>: \u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u306b\u3001\u5206\u985e\u30e9\u30d9\u30eb\u3001\u30a6\u30a7\u30a4\u30c8\u306a\u3069\u306e\u5c5e\u6027\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b0\u30e9\u30d5\u306e\u6700\u9069\u5316<\/strong>:\u5b64\u7acb\u3057\u305f\u30ce\u30fc\u30c9\u306e\u524a\u9664\u3001\u91cd\u8907\u3059\u308b\u30a8\u30c3\u30b8\u306e\u30de\u30fc\u30b8\u306a\u3069\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u30e2\u30c7\u30eb\u306e\u9078\u629e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6709\u5411\u56f3<\/strong>: \u95a2\u4fc2\u304c\u65b9\u5411\u6027\u304c\u3042\u308b\u5834\u5408 (&#8220;A \u306f B \u306e\u7236\u89aa&#8221; \u306a\u3069)\u3002<\/li>\n\n\n\n<li><strong>\u7121\u5411\u30b0\u30e9\u30d5<\/strong>:\u300cA\u3068B\u306f\u53cb\u9054\u3067\u3059\u300d\u306e\u3088\u3046\u306b\u3001\u95a2\u4fc2\u304c\u7121\u6307\u5411\u6027\u306e\u5834\u5408\u3002<\/li>\n\n\n\n<li>\u52a0\u91cd\u30b0\u30e9\u30d5: \u95a2\u4fc2\u306b\u5f37\u3055\u307e\u305f\u306f\u4fe1\u983c\u304c\u3042\u308b\u5834\u5408\u306f\u3001<strong>\u52a0\u91cd\u30b0\u30e9\u30d5<\/strong>\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neo4j<\/strong>:\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u4fdd\u5b58\u304a\u3088\u3073\u7167\u4f1a\u3059\u308b\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>Gephi<\/strong>: \u30b0\u30e9\u30d5\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>GraphDB<\/strong>: RDF\u3068SPARQL\u306b\u57fa\u3065\u304f\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>NetworkX<\/strong>: Python \u306e\u30b0\u30e9\u30d5\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u5206\u6790<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e2d\u5fc3\u6027\u5206\u6790<\/strong>: \u30b0\u30e9\u30d5\u5185\u306e\u4e3b\u8981\u306a\u30ce\u30fc\u30c9\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u691c\u51fa<\/strong>: \u30b0\u30e9\u30d5\u3067\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u69cb\u9020\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d1\u30b9\u89e3\u6790<\/strong>: \u30ce\u30fc\u30c9\u9593\u306e\u6700\u77ed\u30d1\u30b9\u307e\u305f\u306f\u6700\u9069\u30d1\u30b9\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u69cb\u7bc9\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u4f5c\u6210\u306e\u4e2d\u6838\u90e8\u5206\u3067\u3059\u3002 \u9069\u5207\u306b\u69cb\u7bc9\u304a\u3088\u3073\u6700\u9069\u5316\u3055\u308c\u305f\u30b0\u30e9\u30d5\u69cb\u9020\u306b\u3088\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u4fa1\u5024\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u4f5c\u6210\u3067\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u3001SPARQL\u3092\u4f7f\u7528\u3057\u3066ChatGPT\u3092\u30af\u30a8\u30ea\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30af\u30a8\u30ea\u306bSPARQL\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306eSPARQL\u306e\u4f7f\u7528\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:\u30af\u30a8\u30ea\u306bSPARQL\u3092\u4f7f\u7528\u3059\u308b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30d1\u30fc\u30af\u30eb\u3092\u4f7f\u7528\u3059\u308b\u7406\u7531<\/h4>\n\n\n\n<p>SPARQL(SPARQL Protocol and RDF Query Language)\u306f\u3001RDF(Resource Description Framework)\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u7528\u306e\u30af\u30a8\u30ea\u8a00\u8a9e\u3067\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3092\u8a18\u8ff0\u3057\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u60c5\u5831\u3092\u53d6\u5f97\u3001\u64cd\u4f5c\u3001\u304a\u3088\u3073\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30d1\u30fc\u30af\u30eb\u306e\u57fa\u672c\u69cb\u6210<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SELECT:<\/strong>&nbsp;\u8fd4\u3059\u5909\u6570\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>WHERE:<\/strong>&nbsp;\u30af\u30a8\u30ea\u6761\u4ef6\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d5\u30a3\u30eb\u30bf\u30fc:<\/strong>&nbsp;\u7d50\u679c\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>OPTIONAL:<\/strong>&nbsp;\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u4e00\u81f4\u3092\u7167\u4f1a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>PREFIX:<\/strong>&nbsp;\u540d\u524d\u7a7a\u9593\u3092\u5b9a\u7fa9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u57fa\u306b\u306a\u308b\u30af\u30a8\u30ea\u306e\u4f8b<\/h4>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<\/p>\n\n\n\n<p><code>PREFIX foaf: &lt;http:\/\/xmlns.com\/foaf\/0.1\/&gt; SELECT ?name WHERE { ?person foaf:name ?name . }<\/code><\/p>\n\n\n\n<p>\u3053\u306e\u30af\u30a8\u30ea\u306f\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u6301\u3064\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u540d\u524d\u3092\u8fd4\u3057\u307e\u3059\u3002<code>foaf:name<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8907\u96d1\u306a\u30af\u30a8\u30ea\u306e\u4f8b<\/h4>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<\/p>\n\n\n\n<p><code>PREFIX foaf: &lt;http:\/\/xmlns.com\/foaf\/0.1\/&gt; SELECT ?name ?email WHERE { ?person foaf:name ?name . OPTIONAL { ?person foaf:mbox ?email } }<\/code><\/p>\n\n\n\n<p>\u3053\u306e\u30af\u30a8\u30ea\u306f\u3001\u5c5e\u6027\u3068\u30aa\u30d7\u30b7\u30e7\u30f3 (\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9) \u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u6301\u3064\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u5185\u306e\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u540d\u524d\u3092\u8fd4\u3057\u307e\u3059\u3002<code>foaf:name<\/code><code>foaf:mbox<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Apache Jena<\/strong>:\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afWeb\u304a\u3088\u3073\u30ea\u30f3\u30af\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9Java\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n\n\n\n<li><strong>Virtuoso<\/strong>: SPARQL\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u9ad8\u6027\u80fd\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>RDFLib<\/strong>: SPARQL \u30af\u30a8\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b Python \u306e RDF \u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u53d6\u5f97<\/strong>: SPARQL \u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: SPARQL \u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3059\u308b\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u5206\u6790: \u6700\u77ed\u30d1\u30b9\u306e\u691c\u7d22\u3084\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u691c\u51fa\u306a\u3069\u306e\u30b0\u30e9\u30d5\u5206\u6790\u306b\u306f\u3001SPARQL \u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>SPARQL\u3092\u4f7f\u7528\u3057\u305f\u30af\u30a8\u30ea\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u304b\u3089\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u53d6\u5f97\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u64cd\u4f5c\u3068\u7d71\u5408\u3082\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002 SPARQL\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u3053\u3068\u306f\u3001\u3042\u3089\u3086\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306bSPARQL\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3057\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3092ChatGPT\u306b\u9069\u7528\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u306e\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3:\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u95a2\u4fc2\u3001\u304a\u3088\u3073\u5c5e\u6027\u306e\u76f4\u611f\u7684\u306a\u8868\u73fe\u3092\u63d0\u4f9b\u3057\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u95a2\u9023\u4ed8\u3051\u306e\u7406\u89e3\u3068\u5206\u6790\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u7a2e\u985e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9\u30ea\u30f3\u30af\u56f3<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3 (\u30ce\u30fc\u30c9) \u3068\u305d\u308c\u3089\u306e\u9593\u306e\u95a2\u4fc2 (\u30ea\u30f3\u30af) \u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u968e\u5c64\u56f3<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u968e\u5c64\u7684\u307e\u305f\u306f\u30ab\u30c6\u30b4\u30ea\u7684\u306a\u95a2\u4fc2\u3092\u793a\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d2\u30fc\u30c8 \u30de\u30c3\u30d7<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u5c5e\u6027\u307e\u305f\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u91cd\u307f\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3 \u30b0\u30e9\u30d5<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u307e\u305f\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304c\u6642\u9593\u306e\u7d4c\u904e\u3068\u5171\u306b\u3069\u306e\u3088\u3046\u306b\u5909\u5316\u3057\u305f\u304b\u3092\u793a\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30b6\u30fc<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gephi<\/strong>:\u8907\u6570\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u304a\u3088\u3073\u5206\u6790\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b0\u30e9\u30d5\u8996\u899a\u5316\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3002<\/li>\n\n\n\n<li><strong>Cytoscape<\/strong>:\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u3068\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306e\u305f\u3081\u306e\u30b0\u30e9\u30d5\u8996\u899a\u5316\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>D3.js<\/strong>: \u30a6\u30a7\u30d6\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e JavaScript \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>Tableau<\/strong>: \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3082\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d7\u3092\u8996\u899a\u5316\u3059\u308b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u304b\u3089\u8996\u899a\u5316\u3059\u308b\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3 \u30bf\u30a4\u30d7\u306e\u9078\u629e: \u30c7\u30fc\u30bf\u306e\u7279\u6027\u3068\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u3001\u9069\u5207\u306a<strong>\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3 \u30bf\u30a4\u30d7<\/strong>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ec\u30a4\u30a2\u30a6\u30c8<\/strong>\u3068\u30b9\u30bf\u30a4\u30eb: \u30ce\u30fc\u30c9\u306e\u8272\u3001\u30a8\u30c3\u30b8\u306e\u592a\u3055\u306a\u3069\u3001\u30c7\u30b6\u30a4\u30f3\u56f3\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3068\u30b9\u30bf\u30a4\u30eb\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u30c7\u30b6\u30a4\u30f3<\/strong>:\u30ba\u30fc\u30e0\u3001\u30c9\u30e9\u30c3\u30b0\u3001\u30d2\u30f3\u30c8\u306a\u3069\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u6a5f\u80fd\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790\u3068\u89e3\u91c8<\/strong>: \u8996\u899a\u5316\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u8aac\u660e\u3084\u5206\u6790\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u63a2\u7d22<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u6700\u521d\u306b\u69cb\u7bc9\u3059\u308b\u3068\u304d\u3001\u8996\u899a\u5316\u306f\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u7570\u5e38\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u5206\u6790:\u8996\u899a\u7684\u306a\u8868\u793a\u306b\u3088\u308a\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u691c\u51fa\u3084\u4e2d\u5fc3\u6027\u5206\u6790\u306a\u3069\u306e\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u5206\u6790\u3092\u3088\u308a\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ec\u30dd\u30fc\u30c8\u3068<\/strong>\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3: \u8996\u899a\u5316\u3092\u30ec\u30dd\u30fc\u30c8\u307e\u305f\u306f\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u4f7f\u7528\u3057\u3066\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u60c5\u5831\u3092\u8996\u899a\u7684\u306b\u4f1d\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u63a2\u7d22\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u76f4\u611f\u7684\u3067\u52b9\u679c\u7684\u306a\u65b9\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u3088\u308a\u7c21\u5358\u306b\u7406\u89e3\u3059\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3067\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3092\u30af\u30a8\u30ea\u3057\u3066\u9069\u7528\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30afChatGPT\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u5fdc\u7528:\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u8ad6\u3068\u8ad6\u7406\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u304b\u3089\u65b0\u3057\u3044\u60c5\u5831\u3084\u95a2\u4fc2\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30de\u30c3\u30d7\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u5f37\u5316\u3055\u308c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3068\u89e3\u6790\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u57fa\u672c\u30b3\u30f3\u30bb\u30d7\u30c8<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a8\u8ad6<\/strong>\u30eb\u30fc\u30eb: \u65b0\u3057\u3044\u60c5\u5831\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u8ad6\u7406\u30eb\u30fc\u30eb\u307e\u305f\u306f\u30d1\u30bf\u30fc\u30f3\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc<\/strong>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u578b\u3068\u53ef\u80fd\u306a\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3059\u308b\u4ed5\u69d8\u3002<\/li>\n\n\n\n<li><strong>\u30ed\u30b8\u30c3\u30af\u30a8\u30f3\u30b8\u30f3<\/strong>:\u63a8\u8ad6\u30eb\u30fc\u30eb\u3092\u5b9f\u884c\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u307e\u305f\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u306e\u7a2e\u985e<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u985e\u63a8\u8ad6<\/strong>: \u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3068\u5c5e\u6027\u306b\u57fa\u3065\u3044\u3066\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u5206\u985e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u63a8\u8ad6<\/strong>: \u65e2\u5b58\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304b\u3089\u65b0\u3057\u3044\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u6d3e\u751f\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027\u306e\u63a8\u8ad6<\/strong>: \u65e2\u5b58\u306e\u5c5e\u6027\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304b\u3089\u65b0\u3057\u3044\u5c5e\u6027\u3092\u6d3e\u751f\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u8ad6\u306e\u65b9\u6cd5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u63a8\u8ad6:\u300cA\u304cB\u306e\u7236\u89aa\u3067\u3042\u308b\u5834\u5408\u3001B\u306fA\u306e\u5b50\u4f9b\u3067\u3042\u308b\u300d\u306a\u3069\u306e\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f<strong>\u30eb\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u63a8\u8ad6<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u63a8\u8ad6:<\/strong>OWL(\u30a6\u30a7\u30d6\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u8a00\u8a9e)\u307e\u305f\u306fRDF\u30b9\u30ad\u30fc\u30de\u306b\u3088\u3063\u3066\u5b9a\u7fa9\u3055\u308c\u305f\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u305f\u63a8\u8ad6\u3002<\/li>\n\n\n\n<li>\u78ba\u7387\u7684\u63a8\u8ad6:\u30d9\u30a4\u30b8\u30a2\u30f3\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u307e\u305f\u306f\u30de\u30eb\u30b3\u30d5\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f<strong>\u78ba\u7387\u7684\u63a8\u8ad6<\/strong>\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30da\u30ec\u30c3\u30c8<\/strong>:OWL\u30d9\u30fc\u30b9\u306e\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n\n\n\n<li>Apache Jena Inference:&nbsp;<strong>Apache Jena \u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u63a8\u8ad6\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong>\u3002<\/li>\n\n\n\n<li><strong>SWRL (\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af Web \u30eb\u30fc\u30eb\u8a00\u8a9e): RDF \u30b0\u30e9\u30d5\u7528\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af Web \u30eb\u30fc\u30eb\u8a00\u8a9e<\/strong>\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e5\u8b58\u306e\u767a\u898b<\/strong>: \u63a8\u8ad6\u306b\u3088\u3063\u3066\u30b0\u30e9\u30d5\u306b\u6697\u9ed9\u7684\u306b\u60c5\u5831\u3084\u95a2\u4fc2\u3092\u767a\u898b\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u7d5e\u308a\u8fbc\u307f<\/strong>: \u63a8\u8ad6\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b0\u30e9\u30d5\u5185\u306e\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5c5e\u6027\u307e\u305f\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u57cb\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96d1\u306a\u30af\u30a8\u30ea<\/strong>: \u63a8\u8ad6\u3092\u4f7f\u7528\u3057\u3066\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u30ed\u30b8\u30c3\u30af\u307e\u305f\u306f\u6761\u4ef6\u3092\u5fc5\u8981\u3068\u3059\u308b\u30af\u30a8\u30ea\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5185\u5bb9\u3092\u5145\u5b9f\u3055\u305b\u3001\u6d17\u7df4\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3068\u5206\u6790\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u63a8\u8ad6\u3068\u8ad6\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30c1\u30e3\u30c3\u30c8GPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u975e\u5e38\u306b\u91cd\u8981\u306a\u9818\u57df\u3067\u3059\u3002 \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3:\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u4f01\u696d\u5185\u5916\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u3068\u60c5\u5831\u30ea\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u3057\u3066\u3001\u7d71\u4e00\u3055\u308c\u305f\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u9867\u5ba2\u95a2\u4fc2\u306a\u3069\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f93\u696d\u54e1<\/strong>\u60c5\u5831:\u5f93\u696d\u54e1\u306e\u57fa\u672c\u60c5\u5831\u3001\u30b9\u30ad\u30eb\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7d4c\u9a13\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u88fd\u54c1\u60c5\u5831:\u88fd\u54c1\u306e\u5c5e\u6027\u3001\u5206\u985e\u3001\u4ed6\u306e<strong>\u88fd\u54c1<\/strong>\u3068\u306e\u95a2\u4fc2\u306a\u3069\u3092\u542b\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9867\u5ba2\u60c5\u5831:<strong>\u9867\u5ba2<\/strong>\u306e\u57fa\u672c\u60c5\u5831\u3001\u8cfc\u5165\u5c65\u6b74\u3001\u597d\u307f\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9 \u30d7\u30ed\u30bb\u30b9: \u3055\u307e\u3056\u307e\u306a<strong>\u30d3\u30b8\u30cd\u30b9<\/strong>&nbsp;\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3068\u305d\u308c\u3089\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30bf\u30ec\u30f3\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/strong>:\u5f93\u696d\u54e1\u306e\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6700\u3082\u9069\u5207\u306a\u4eba\u54e1\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u88fd\u54c1\u306e<\/strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3: \u9867\u5ba2\u306e\u8cfc\u5165\u5c65\u6b74\u3068\u597d\u307f\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u88fd\u54c1\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u6700\u9069\u5316<\/strong>:\u88fd\u54c1\u3068\u30b5\u30d7\u30e9\u30a4\u30e4\u30fc\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5728\u5eab\u3068\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30b9\u30af\u7ba1\u7406<\/strong>:\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u3068\u95a2\u9023\u3059\u308b\u30ea\u30b9\u30af\u306e\u5206\u6790\u306b\u3088\u308b\u65e9\u671f\u306e\u8b66\u544a\u3068\u5bfe\u5fdc\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d3\u30eb\u30c9\u624b\u9806<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8981\u4ef6\u5206\u6790<\/strong>: \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u76ee\u7684\u3068\u4e3b\u8981\u306a\u6a5f\u80fd\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u5916\u90e8\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306a\u3069\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3068\u7d71\u5408<\/strong>: \u30c7\u30fc\u30bf\u3092\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3057\u3001\u7d71\u5408\u30e2\u30c7\u30eb\u306b\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5\u69cb\u7bc9:\u7d71\u5408\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u77e5\u8b58<strong>\u30b0\u30e9\u30d5<\/strong>\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/strong>\u958b\u767a:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neo4j<\/strong>: \u30b0\u30e9\u30d5 \u30c7\u30fc\u30bf\u306e\u683c\u7d0d\u3068\u30af\u30a8\u30ea\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Elasticsearch<\/strong>: \u30d5\u30eb\u30c6\u30ad\u30b9\u30c8\u691c\u7d22\u3068\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Apache Spark<\/strong>: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bf\u30d6\u30ed\u30fc<\/strong>: \u30c7\u30fc\u30bf\u306e\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7d99\u7d9a\u7684\u306a\u6700\u9069\u5316<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u66f4\u65b0<\/strong>: \u30b0\u30e9\u30d5\u5185\u306e\u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996<\/strong>: \u30b0\u30e9\u30d5\u306e\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u76e3\u8996\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc \u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af:&nbsp;<strong>\u30e6\u30fc\u30b6\u30fc<\/strong>&nbsp;\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3068\u30a2\u30d7\u30ea\u3092\u7d99\u7d9a\u7684\u306b\u6539\u826f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u8907\u96d1\u3067\u3059\u304c\u4fa1\u5024\u306e\u3042\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002 \u5b66\u969b\u7684\u306a\u77e5\u8b58\u3068\u6280\u8853\u3092\u5fc5\u8981\u3068\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u4f01\u696d\u306e\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u3084\u30d3\u30b8\u30cd\u30b9\u3068\u5bc6\u63a5\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3ChatGPT\u306e\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8208\u5473\u6df1\u304f\u6709\u7528\u306a\u9818\u57df\u3067\u3059\u3002 \u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3:\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306f\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u500b\u4eba\u306e\u4f4d\u7f6e\u3068\u5f71\u97ff\u3001\u304a\u3088\u3073\u4ed6\u306e\u500b\u4eba\u3068\u306e\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u793e\u4f1a\u8abf\u67fb\u3001\u653f\u6cbb\u5206\u6790\u3001\u304a\u3088\u3073\u4ed6\u306e\u591a\u304f\u306e\u5206\u91ce\u3067\u91cd\u8981\u306a\u7528\u9014\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9<\/strong>: \u30bd\u30fc\u30b7\u30e3\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u500b\u4eba\u307e\u305f\u306f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a8\u30c3\u30b8<\/strong>: \u500b\u4eba\u9593\u306e\u793e\u4f1a\u7684\u95a2\u4fc2\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c5e\u6027<\/strong>: \u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u306b\u95a2\u3059\u308b\u8ffd\u52a0\u60c5\u5831 (\u5e74\u9f62\u3001\u6027\u5225\u3001\u95a2\u4fc2\u306e\u5f37\u3055\u306a\u3069)\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f71\u97ff\u5206\u6790<\/strong>:\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u4e3b\u8981\u306a\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b5\u30fc\u307e\u305f\u306f\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b5\u30fc\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u691c\u51fa<\/strong>: \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u307e\u305f\u306f\u30b5\u30d6\u30b0\u30eb\u30fc\u30d7\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u5831\u306e\u4f1d\u64ad<\/strong>: \u60c5\u5831\u3084\u884c\u52d5\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u901a\u904e\u3059\u308b\u7d4c\u8def\u3092\u5206\u6790\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306e\u30bd\u30fc\u30b7\u30e3\u30eb \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u57fa\u3065\u3044\u3066\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5206\u6790\u65b9\u6cd5\u3068\u6307\u6a19<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6b21\u6570\u4e2d\u5fc3\u6027<\/strong>: \u30ce\u30fc\u30c9\u306b\u3088\u3063\u3066\u63a5\u7d9a\u3055\u308c\u305f\u30a8\u30c3\u30b8\u306e\u6570\u3002<\/li>\n\n\n\n<li><strong>\u8fd1\u63a5\u4e2d\u5fc3\u6027<\/strong>: \u30ce\u30fc\u30c9\u304b\u3089\u4ed6\u306e\u30ce\u30fc\u30c9\u307e\u3067\u306e\u5e73\u5747\u8ddd\u96e2\u3002<\/li>\n\n\n\n<li><strong>\u5a92\u4ecb\u4e2d\u5fc3\u6027<\/strong>:\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u304a\u3051\u308b\u300c\u30d6\u30ea\u30c3\u30b8\u300d\u3068\u3057\u3066\u306e\u30ce\u30fc\u30c9\u306e\u5f79\u5272\u3002<\/li>\n\n\n\n<li><strong>\u56fa\u6709\u30d9\u30af\u30c8\u30eb\u4e2d\u5fc3\u6027<\/strong>: \u63a5\u7d9a\u3055\u308c\u305f\u7bc0\u70b9\u306e\u8cea\u3068\u91cf\u3092\u8003\u616e\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Gephi<\/strong>:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30a6\u30a7\u30d6\u5206\u6790\u304a\u3088\u3073\u8996\u899a\u5316\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30a4\u30c8\u30b9\u30b1\u30fc\u30d7<\/strong>:\u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u89e3\u6790\u306e\u305f\u3081\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3002<\/li>\n\n\n\n<li><strong>NetworkX<\/strong>: \u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4f5c\u6210\u3001\u64cd\u4f5c\u3001\u5206\u6790\u3059\u308b\u305f\u3081\u306e Python \u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n\n\n\n<li>R \u306e&nbsp;<strong>SNA (\u30bd\u30fc\u30b7\u30e3\u30eb<\/strong>&nbsp;\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790) \u30d1\u30c3\u30b1\u30fc\u30b8: R \u306e\u30bd\u30fc\u30b7\u30e3\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u7528\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7d99\u7d9a\u7684\u306a\u6700\u9069\u5316\u3068\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u54c1\u8cea<\/strong>:\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c7\u30fc\u30bf\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u52d5\u7684\u3067\u4e0d\u5b8c\u5168\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u554f\u984c<\/strong>: \u30bd\u30fc\u30b7\u30e3\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>:\u5927\u898f\u6a21\u306a\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u306f\u3001\u52b9\u7387\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u793e\u4f1a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306f\u3001\u30b0\u30e9\u30d5\u7406\u8ad6\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u79d1\u5b66\u306e\u65b9\u6cd5\u3092\u901a\u3058\u3066\u3001\u793e\u4f1a\u69cb\u9020\u3068\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30d3\u30b8\u30cd\u30b9\u3001\u793e\u4f1a\u79d1\u5b66\u3001\u516c\u5171\u653f\u7b56\u306a\u3069\u306e\u5206\u91ce\u3067\u5e45\u5e83\u3044\u7528\u9014\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u6790\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u30b7\u30b9\u30c6\u30e0ChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u9069\u7528\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u5e83\u7bc4\u3067\u91cd\u8981\u306a\u9818\u57df\u3067\u3059\u3002 \u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3:\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u306e\u904e\u53bb\u306e\u884c\u52d5\u3001\u55dc\u597d\u304a\u3088\u3073\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u88fd\u54c1\u307e\u305f\u306f\u30b5\u30fc\u30d3\u30b9\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u30e6\u30fc\u30b6\u306b\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u3053\u308c\u306f\u3001e\u30b3\u30de\u30fc\u30b9\u3001\u30e1\u30c7\u30a3\u30a2\u3001\u89b3\u5149\u3001\u305d\u306e\u4ed6\u306e\u5206\u91ce\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u60c5\u5831:<strong>\u30e6\u30fc\u30b6\u30fc<\/strong>\u306e\u57fa\u672c\u60c5\u5831\u3001\u904e\u53bb\u306e\u884c\u52d5\u3001\u597d\u307f\u306a\u3069\u3092\u542b\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30a4\u30c6\u30e0<strong>\u60c5\u5831:\u30a2\u30a4\u30c6\u30e0<\/strong>\u306e\u5c5e\u6027\u3001\u5206\u985e\u3001\u8a55\u4fa1\u306a\u3069\u3092\u542b\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u60c5\u5831:\u8cfc\u5165\u3001\u30af\u30ea\u30c3\u30af\u3001\u8a55\u4fa1\u306a\u3069\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30a4\u30c6\u30e0\u306e\u9593\u306e<strong>\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3<\/strong>\u30ec\u30b3\u30fc\u30c9\u3092\u542b\u307f\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u822c\u7684\u306a\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5354\u8abf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u307e\u305f\u306f\u30a2\u30a4\u30c6\u30e0\u306e\u985e\u4f3c\u6027\u306b\u57fa\u3065\u3044\u3066\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u30d9\u30fc\u30b9\u306e<\/strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3: \u30a2\u30a4\u30c6\u30e0\u306e\u5c5e\u6027\u307e\u305f\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u57fa\u3065\u3044\u3066\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9<\/strong>&nbsp;\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3: \u8907\u6570\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30d9\u30fc\u30b9\u306e<\/strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u4f7f\u7528\u3057\u3066\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u4f7f\u7528\u65b9\u6cd5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u8a8d\u8b58<\/strong>: \u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30a4\u30c6\u30e0\u3092\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u30de\u30c3\u30d7\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7 \u30e2\u30c7\u30ea\u30f3\u30b0<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30a4\u30c6\u30e0\u9593\u306e\u5bfe\u8a71\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u8ad6\u3068\u30ed\u30b8\u30c3\u30af:<\/strong>&nbsp;\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u95a2\u4fc2\u3068\u5c5e\u6027\u3092\u4f7f\u7528\u3057\u3066\u63a8\u8ad6\u3057\u3001\u6f5c\u5728\u7684\u306a\u63a8\u5968\u4e8b\u9805\u3092\u660e\u3089\u304b\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Neo4j<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u4fdd\u5b58\u3068\u30af\u30a8\u30ea\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>TensorFlow \u30ec\u30b3\u30e1\u30f3\u30c0\u30fc<\/strong>: \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30d9\u30fc\u30b9\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30d7\u30e9\u30a4\u30ba<\/strong>:\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3068\u30b1\u30fc\u30b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>E\u30b3\u30de\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>:Amazon\u3001Alibaba\u306a\u3069\u306f\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>:Netflix\u3001Spotify\u306a\u3069\u306f\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u5b9a\u7740\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bd\u30fc\u30b7\u30e3\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>:Facebook\u3001LinkedIn\u306a\u3069\u306f\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u53cb\u4eba\u3084\u4ed5\u4e8b\u3092\u63a8\u85a6\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7d99\u7d9a\u7684\u306a\u6700\u9069\u5316<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u66f4\u65b0<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u306e\u5909\u5316\u306b\u5fdc\u3058\u3066\u3001\u63a8\u5968\u4e8b\u9805\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u69d8\u6027\u3068\u65b0\u898f\u6027: \u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u63a8\u5968\u7d50\u679c\u306e\u591a\u69d8\u6027<strong>\u3068\u65b0\u898f\u6027<\/strong>\u3092\u9ad8\u3081\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8aac\u660e\u53ef\u80fd<\/strong>: \u30e6\u30fc\u30b6\u30fc\u306e\u4fe1\u983c\u3068\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001\u63a8\u5968\u3055\u308c\u308b\u8aac\u660e\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u4eba\u5de5\u77e5\u80fd\u306a\u3069\u306e\u8907\u6570\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u542b\u3080\u5b66\u969b\u7684\u306a\u5206\u91ce\u3067\u3059\u3002 \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30de\u30eb\u30c1\u30bd\u30fc\u30b9\u306e\u7570\u7a2e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3067\u304d\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3001\u3088\u308a\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ec\u30b3\u30e1\u30f3\u30c0\u30fc\u30b7\u30b9\u30c6\u30e0\u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u4eca\u5f8c\u306e\u52d5\u5411\u3084\u8ab2\u984c\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3084\u4eba\u5de5\u77e5\u80fdChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u975e\u5e38\u306b\u6700\u5148\u7aef\u3067\u6311\u6226\u7684\u306a\u5206\u91ce\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u3053\u306e\u30c8\u30d4\u30c3\u30af\u306b\u95a2\u3059\u308b\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411\u3068\u8ab2\u984c:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u4eba\u5de5\u77e5\u80fd<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306f\u3001\u69cb\u9020\u5316\u304a\u3088\u3073\u534a\u69cb\u9020\u5316\u3055\u308c\u305f\u30ca\u30ec\u30c3\u30b8\u3092\u63d0\u4f9b\u3057\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u3067\u308f\u304b\u308a\u3084\u3059\u3044 AI \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3068\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u30e6\u30fc\u30b6\u30fc\u306e\u52d5\u4f5c\u3068\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u95a2\u4fc2\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u6b63\u78ba\u306a\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5316\u3055\u308c\u305fQ&amp;A&amp;\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001\u3088\u308a\u6b63\u78ba\u3067\u5305\u62ec\u7684\u306a\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8b58\u4e3b\u5c0e\u578b<\/strong>&nbsp;AI: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001AI \u30e2\u30c7\u30eb\u306b\u4e8b\u524d\u306e\u77e5\u8b58\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6280\u8853\u7684\u306a\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408<\/strong>: \u8907\u6570\u306e\u30bd\u30fc\u30b9\u3068\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306b\u7d71\u5408\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u66f4\u65b0\u3068\u5b66\u7fd2<\/strong>: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3057\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u8aac\u660e<strong>\u53ef\u80fd\u6027\u3068\u900f\u660e\u6027<\/strong>:AI\u30e2\u30c7\u30eb\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u8aac\u660e\u304a\u3088\u3073\u691c\u8a3c\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u502b\u7406\u7684\u304a\u3088\u3073\u793e\u4f1a\u7684\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306f\u3001\u500b\u4eba\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u30d0\u30a4\u30a2\u30b9<\/strong>: AI \u30e2\u30c7\u30eb\u304c\u73fe\u5b9f\u4e16\u754c\u306e\u4e0d\u5e73\u7b49\u3084\u30d0\u30a4\u30a2\u30b9\u3092\u5897\u5e45\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OpenAI GPT-4<\/strong>: \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u305f\u3081\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u30e2\u30c7\u30eb\u3002<\/li>\n\n\n\n<li>Google&nbsp;<strong>Knowledge Graph: Google \u306e<\/strong>\u5927\u898f\u6a21\u306a\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3002<\/li>\n\n\n\n<li><strong>IBM Watson<\/strong>:\u8907\u6570\u306eAI\u304a\u3088\u3073\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068AI\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u5927\u304d\u306a\u53ef\u80fd\u6027\u3068\u5fdc\u7528\u306e\u898b\u901a\u3057\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u7684\u304a\u3088\u3073\u502b\u7406\u7684\u8ab2\u984c\u306b\u3082\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u5b66\u969b\u7684\u306a\u7814\u7a76\u3068\u3001\u4e00\u7dd2\u306b\u63a8\u9032\u3059\u308b\u305f\u3081\u306e\u591a\u515a\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u5c06\u6765\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u4eba\u5de5\u77e5\u80fd\u306e\u8003\u3048\u3089\u308c\u308b\u50be\u5411\u3068\u8ab2\u984c\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u4eca\u5f8c\u306e\u52d5\u5411\u3084\u8ab2\u984c\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5ChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5206\u91ce\u3067\u975e\u5e38\u306b\u6700\u5148\u7aef\u3067\u6311\u6226\u7684\u306a\u65b9\u5411\u6027\u3067\u3059\u3002 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411\u3068\u8ab2\u984c:\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30c7\u30fc\u30bf\u3068\u77e5\u8b58\u306e\u5909\u5316\u3092\u5373\u5ea7\u306b\u53cd\u6620\u3067\u304d\u308b\u305f\u3081\u3001\u52d5\u7684\u306a\u74b0\u5883\u3067\u306e\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3001\u30ea\u30b9\u30af\u65e9\u671f\u8b66\u544a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u63a8\u5968\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u5927\u304d\u306a\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u7d71\u5408:\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e<strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0<\/strong>\u3092\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u52d5\u7684<\/strong>\u30b0\u30e9\u30d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0: \u52d5\u7684\u30b0\u30e9\u30d5\u69cb\u9020\u306e\u305f\u3081\u306e\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u63a8\u8ad6\u3068\u30af\u30a8\u30ea: \u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u8ad6\u7406\u7684\u63a8\u8ad6\u3068<\/strong>\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3002<\/li>\n\n\n\n<li>\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u5206\u6563\u51e6\u7406:<strong>\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/strong>\u3068\u5206\u6563\u51e6\u7406\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u6d3b\u7528\u3057\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6280\u8853\u7684\u306a\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e<\/strong>\u4e00\u8cab\u6027: \u30de\u30eb\u30c1\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u308b\u3068\u304d\u306b\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u6574\u5408\u6027\u3092\u78ba\u4fdd\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5f85\u6a5f\u6642\u9593<\/strong>: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3068\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u62e1\u5f35\u6027<\/strong>: \u5897\u5927\u3059\u308b\u30c7\u30fc\u30bf\u3068\u30af\u30a8\u30ea\u306e\u9700\u8981\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u3092\u8a2d\u8a08\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3068\u30b1\u30fc\u30b9<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ea\u30b9\u30af\u76e3\u8996:\u8ca1\u52d9\u304a\u3088\u3073\u30b5\u30a4\u30d0\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001<strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ea\u30b9\u30af<\/strong>\u8a55\u4fa1\u3068\u65e9\u671f\u8b66\u544a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u5ea6\u9053\u8def\u4ea4\u901a\u30b7\u30b9\u30c6\u30e0<\/strong>:\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001\u4ea4\u901a\u306e\u6d41\u308c\u3092\u6700\u9069\u5316\u3057\u3001\u6e0b\u6ede\u3092\u8efd\u6e1b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5065\u5eb7<\/strong>\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0:\u533b\u7642\u4fdd\u5065\u306e\u5206\u91ce\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u77e5\u8b58\u30b0\u30e9\u30d5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u76e3\u8996\u3068\u60a3\u8005\u306e\u72b6\u614b\u306e\u65e9\u671f\u8b66\u544a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Apache Kafka<\/strong>:\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>Neo4j<strong>\u30b9\u30c8\u30ea\u30fc\u30e0:Neo4j\u306e<\/strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d7\u30e9\u30b0\u30a4\u30f3\u3002<\/li>\n\n\n\n<li><strong>AWS Neptune<\/strong>: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30af\u30a8\u30ea\u3068\u66f4\u65b0\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u77e5\u8b58\u30b0\u30e9\u30d5\u306f\u3001\u6311\u6226\u7684\u3067\u3059\u304c\u6709\u671b\u306a\u7814\u7a76\u306e\u65b9\u5411\u6027\u3067\u3059\u3002 \u65b0\u3057\u3044\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u30b0\u30e9\u30d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u3001\u4e00\u8cab\u6027\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fcChatGPT\u306e\u4eca\u5f8c\u306e\u52d5\u5411\u3068\u8ab2\u984c\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5206\u91ce\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u30c7\u30ea\u30b1\u30fc\u30c8\u306a\u30c8\u30d4\u30c3\u30af\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411\u3068\u8ab2\u984c:\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u304c\u91cd\u8981\u306a\u7406\u7531<\/h4>\n\n\n\n<p>\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u77e5\u8b58\u30b0\u30e9\u30d5\u304c\u666e\u53ca\u3059\u308b\u306b\u3064\u308c\u3001\u305d\u308c\u3089\u306b\u542b\u307e\u308c\u308b\u6a5f\u5bc6\u60c5\u5831\u3084\u500b\u4eba\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u4fdd\u8b77\u3059\u308b\u304b\u304c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u52d5\u5411<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6697\u53f7\u5316<\/strong>: \u9ad8\u5ea6\u306a\u6697\u53f7\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ca\u30ec\u30c3\u30b8 \u30b0\u30e9\u30d5\u5185\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/strong>: \u53b3\u683c\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30dd\u30ea\u30b7\u30fc\u3092\u5b9f\u88c5\u3057\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3078\u306e\u4e0d\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0:\u500b\u4eba\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u304a\u3088\u3073\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b<strong>\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0<\/strong>\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/strong>:GDPR(EU\u4e00\u822c\u30c7\u30fc\u30bf\u4fdd\u8b77\u898f\u5247)\u7b49\u306e\u95a2\u9023\u6cd5\u898f\u5236\u3092\u9075\u5b88\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6280\u8853\u7684\u306a\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u4fb5\u5bb3<\/strong>:\u30de\u30eb\u30c1\u30d1\u30fc\u30c6\u30a3\u306e\u5171\u6709\u3068\u4f7f\u7528\u306b\u304a\u3051\u308b\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u6f0f\u6d29\u3092\u9632\u3050\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u8aa4\u7528<\/strong>: \u30c7\u30fc\u30bf\u304c\u9055\u6cd5\u307e\u305f\u306f\u975e\u502b\u7406\u7684\u306a\u76ee\u7684\u3067\u4f7f\u7528\u3055\u308c\u308b\u306e\u3092\u9632\u3050\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e<\/strong>\u6574\u5408\u6027: \u9001\u4fe1\u304a\u3088\u3073\u4fdd\u5b58\u4e2d\u306b\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u4e0d\u5909\u6027\u3092\u78ba\u4fdd\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u502b\u7406\u7684\u304a\u3088\u3073\u793e\u4f1a\u7684\u8ab2\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u6240\u6709\u6a29:<strong>\u30c7\u30fc\u30bf\u306e\u6240\u6709\u6a29<\/strong>\u3092\u660e\u78ba\u306b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u660e\u793a\u7684\u306a\u540c\u610f\u3092\u5f97\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u900f\u660e\u6027:\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u304c\u3069\u306e\u3088\u3046\u306b\u4f7f\u7528\u304a\u3088\u3073\u51e6\u7406\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3001<strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u900f\u660e\u6027<\/strong>\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u5dee\u5225<\/strong>:\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u6027\u5225\u3001\u4eba\u7a2e\u3001\u5e74\u9f62\u306a\u3069\u306b\u57fa\u3065\u3044\u3066\u4e0d\u516c\u5e73\u306a\u6c7a\u5b9a\u3092\u4e0b\u3055\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9:ArangoDB\u306a\u3069\u306e<strong>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308b\u6a5f\u80fd\u3092\u3044\u304f\u3064\u304b\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3:<strong>\u30d6\u30ed\u30c3\u30af\u30c1\u30a7\u30fc\u30f3<\/strong>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u4e0d\u5909\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u306a\u30de\u30eb\u30c1\u30d1\u30fc\u30c6\u30a3\u8a08\u7b97<\/strong>: \u8907\u6570\u306e\u30d1\u30fc\u30c6\u30a3\u304c\u30c7\u30fc\u30bf\u3092\u516c\u958b\u305b\u305a\u306b\u8a08\u7b97\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5c06\u6765\u306e\u958b\u767a\u306b\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3067\u3059\u3002 \u6280\u8853\u7684\u306a\u8ab2\u984c\u306b\u52a0\u3048\u3066\u3001\u502b\u7406\u7684\u304a\u3088\u3073\u6cd5\u7684\u554f\u984c\u306a\u3069\u3001\u8003\u616e\u3059\u3079\u304d\u591a\u304f\u306e\u5074\u9762\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u5b66\u969b\u7684\u306a\u7814\u7a76\u3068\u3001\u4e00\u7dd2\u306b\u63a8\u9032\u3059\u308b\u305f\u3081\u306e\u591a\u515a\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981\u3092ChatGPT\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u3068\u3082\u306b\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u8981\u7d04\u3068\u63a8\u5968\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6982\u8981 &amp; \u30ea\u30bd\u30fc\u30b9: Knowledge Graph Tutorial<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981<\/h4>\n\n\n\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3001\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3001\u4f5c\u6210\u30d7\u30ed\u30bb\u30b9\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3001\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3001\u304a\u3088\u3073\u5c06\u6765\u306e\u50be\u5411\u3068\u8ab2\u984c\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306b\u304a\u3051\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u8ab2\u984c\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u3001\u305d\u306e\u4ed6\u306e\u5206\u91ce\u3092\u542b\u3080\u5b66\u969b\u7684\u306a\u5206\u91ce\u3067\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u7fd2\u5f97\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u7406\u89e3\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3067\u306e\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u5968\u30ea\u30bd\u30fc\u30b9<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u672c<\/strong>\n<ul class=\"wp-block-list\">\n<li>&#8220;Knowledge Graphs: Fundamentals, Techniques and Applications&#8221; by Mayank Kejriwal, et al.<\/li>\n\n\n\n<li>&#8220;Linked Data: Structured Data on the Web&#8221; by David Wood, et al.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30fc\u30b9<\/strong>\n<ul class=\"wp-block-list\">\n<li>Coursera:\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u5165\u9580\u300d<\/li>\n\n\n\n<li>Udemy:\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u300d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b66\u8853\u8ad6\u6587<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u300c\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u8abf\u67fb:\u8868\u73fe\u3001\u7372\u5f97\u3001\u5fdc\u7528\u300d(arXiv)<\/li>\n\n\n\n<li>\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u57cb\u3081\u8fbc\u307f:\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u5fdc\u7528\u306e\u6982\u89b3\u300d(IEEE\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\n<ul class=\"wp-block-list\">\n<li>Neo4j: \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/li>\n\n\n\n<li>\u30d7\u30ed\u30c6\u30c3\u30b8:\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u7de8\u96c6\u30c4\u30fc\u30eb<\/li>\n\n\n\n<li>SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e: W3C \u304c\u63a8\u5968\u3059\u308b\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u8a00\u8a9e<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u4f1a\u8b70<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9(KGC)<\/li>\n\n\n\n<li>\u56fd\u969b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a6\u30a7\u30d6\u4f1a\u8b70(ISWC)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30d6\u30ed\u30b0\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/strong>\n<ul class=\"wp-block-list\">\n<li>Neo4j\u30d6\u30ed\u30b0:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059<\/li>\n\n\n\n<li>\u4e2d:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u5165\u9580\u8a18\u4e8b\u3068\u4e0a\u7d1a\u8a18\u4e8b\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u3088\u308a\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5074\u9762\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3066\u628a\u63e1\u3067\u304d\u308b\u305f\u3081\u3001\u5b9f\u969b\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u305d\u308c\u3089\u3092\u3088\u308a\u9069\u5207\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8981\u7d04\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u63a8\u5968\u4e8b\u9805\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u3088\u308a\u5305\u62ec\u7684\u306b\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u63a8\u5968\u3055\u308c\u308b\u8aad\u66f8\u3068\u30c4\u30fc\u30ebChatGPT\u306e\u6982\u8981\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u63a8\u5968\u8cc7\u6599\u3068\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6982\u8981\u3068\u30ea\u30bd\u30fc\u30b9: \u63a8\u5968\u8cc7\u6599\u3068\u30c4\u30fc\u30eb<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u5968\u8aad\u66f8<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u672c<\/strong>\n<ul class=\"wp-block-list\">\n<li>Mayank Kejriwal\u3089\u306b\u3088\u308b\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5:\u57fa\u790e\u3001\u30c6\u30af\u30cb\u30c3\u30af\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u300d:\u3053\u306e\u672c\u306f\u3001\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3001\u30c6\u30af\u30cb\u30c3\u30af\u3001\u304a\u3088\u3073\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3080\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5305\u62ec\u7684\u306a\u7d39\u4ecb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>David Wood\u3089\u306b\u3088\u308b\u300cLinked Data: Structured data on the Web\u300d:\u3053\u306e\u672c\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3067\u3042\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afWeb\u3068\u30ea\u30f3\u30af\u30c7\u30fc\u30bf\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5b66\u8853\u8ad6\u6587<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u300c\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u8abf\u67fb:\u8868\u73fe\u3001\u7372\u5f97\u3001\u5fdc\u7528\u300d(arXiv):\u3053\u306e\u8ad6\u6587\u306f\u3001\u8868\u73fe\u3001\u7372\u5f97\u3001\u304a\u3088\u3073\u5fdc\u7528\u3092\u542b\u3080\u77e5\u8b58\u30b0\u30e9\u30d5\u306e\u5305\u62ec\u7684\u306a\u8abf\u67fb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u300c\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u57cb\u3081\u8fbc\u307f:\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8abf\u67fb\u300d(IEEE\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3):\u3053\u306e\u8ad6\u6587\u306f\u3001\u77e5\u8b58\u30b0\u30e9\u30d5\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u91cd\u8981\u306a\u65b9\u5411\u6027\u3067\u3042\u308b\u77e5\u8b58\u30b0\u30e9\u30d5\u57cb\u3081\u8fbc\u307f\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u8a18\u4e8b\u3068\u30d6\u30ed\u30b0<\/strong>\n<ul class=\"wp-block-list\">\n<li>Neo4j\u30d6\u30ed\u30b0:\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e2d: \u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u5165\u9580\u8a18\u4e8b\u3068\u4e0a\u7d1a\u8a18\u4e8b\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u5968\u30c4\u30fc\u30eb<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b0\u30e9\u30d5 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Neo4j<\/strong>:\u8c4a\u5bcc\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u3068\u62e1\u5f35\u6a5f\u80fd\u3092\u5099\u3048\u305f\u696d\u754c\u3067\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>ArangoDB<\/strong>: \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3002<\/li>\n\n\n\n<li><strong>AWS Neptune<\/strong>: Gremlin \u304a\u3088\u3073 SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b Amazon \u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u306e\u7de8\u96c6\u3068\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Protege<\/strong>:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u7de8\u96c6\u304a\u3088\u3073\u77e5\u8b58\u7ba1\u7406\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li><strong>WebVOWL:<\/strong>&nbsp;OWL\u30aa\u30f3\u30c8\u30ed\u30b8\u30fc\u3092\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306e\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30af\u30a8\u30ea\u3068\u5206\u6790<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e<\/strong>: RDF \u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u7528\u306b W3C \u304c\u63a8\u5968\u3059\u308b\u30b0\u30e9\u30d5\u30af\u30a8\u30ea\u8a00\u8a9e\u3002<\/li>\n\n\n\n<li><strong>Cypher<\/strong>: \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f Neo4j \u306e\u30af\u30a8\u30ea\u8a00\u8a9e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>Apache Jena<\/strong>: RDF \u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001SPARQL \u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e Java \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>Talend<\/strong>:\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u542b\u3080\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c7\u30fc\u30bf\u7d71\u5408\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u63a8\u5968\u8aad\u66f8\u3068\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u3059\u3079\u3066\u306e\u5074\u9762\u3092\u3088\u308a\u5b8c\u5168\u304b\u3064\u6df1\u304f\u7406\u89e3\u3057\u3001\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u7814\u7a76\u306b\u5099\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u63a8\u5968\u4e8b\u9805\u304c\u3001\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u5206\u91ce\u3067\u3055\u3089\u306b\u6539\u5584\u304a\u3088\u3073\u9069\u7528\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Arangodb ChatGPT\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001ArangoDB\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30ad\u30fc\u5024\u3001\u30b0\u30e9\u30d5\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u64cd\u4f5c\u306bArangoDB\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ArangoDB\uff1a\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8d77\u52d5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068<\/strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb:ArangoDB\u306e\u516c\u5f0fWeb\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u9069\u3057\u305f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u59cb<\/strong>: \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001ArangoDB \u30b5\u30fc\u30d3\u30b9\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<code>arangod<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30e6\u30fc\u30b6\u30fc\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b:\u30d6\u30e9\u30a6\u30b6\u3067\u958b\u304d\u3001ArangoDB\u306e<strong>\u30a6\u30a7\u30d6<\/strong>\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<code>http:\/\/localhost:8529\/<\/code><\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<strong>\u306e\u4f5c\u6210<\/strong>: Web \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc<strong>\u306e\u4f5c\u6210<\/strong>: \u307e\u305f\u3001Web\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u4f5c\u6210\u3057\u3001\u6a29\u9650\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u4f5c\u6210:ArangoDB\u3067\u306f\u3001\u30b0\u30e9\u30d5\u306f1\u3064\u4ee5\u4e0a\u306e<strong>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3<\/strong>\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002 \u6700\u521d\u306b\u3053\u308c\u3089\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30e9\u30d5<strong>\u3092\u4f5c\u6210\u3059\u308b<\/strong>: \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u305f\u3089\u3001\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u30a8\u30c3\u30b8 \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">CRUD \u64cd\u4f5c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u306e\u633f\u5165: AQL (ArangoDB \u30af\u30a8\u30ea\u8a00\u8a9e) \u307e\u305f\u306f HTTP API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30ce\u30fc\u30c9 (\u9802\u70b9)&nbsp;<strong>\u3068\u30a8\u30c3\u30b8<\/strong>\u3092\u633f\u5165\u3057\u307e\u3059\u3002 aqlCopy \u30b3\u30fc\u30c9<code>INSERT { _key: \"node1\", name: \"Node 1\" } INTO myNodes<\/code><\/li>\n\n\n\n<li><strong>\u7167\u4f1a<\/strong>: \u30b0\u30e9\u30d5\u7167\u4f1a\u306b\u306f AQL \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 aqlCopy \u30b3\u30fc\u30c9<code>FOR vertex, edge, path IN 1..3 OUTBOUND 'myNodes\/node1' GRAPH 'myGraph' RETURN path<\/code><\/li>\n\n\n\n<li><strong>\u66f4\u65b0\u3068\u524a\u9664<\/strong>: \u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u3068\u524a\u9664\u306b\u3082 AQL \u307e\u305f\u306f HTTP API \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u9ad8\u5ea6\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b0\u30e9\u30d5\u30c8\u30e9\u30d0\u30fc\u30b5\u30eb:ArangoDB\u306f\u3001\u6700\u77ed\u30d1\u30b9\u3084\u5e45\u512a\u5148\u691c\u7d22\u306a\u3069\u3001\u8907\u6570\u306e<strong>\u30b0\u30e9\u30d5\u30c8\u30e9\u30d0\u30fc\u30b5\u30eb<\/strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u6700\u9069\u5316<\/strong>: \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u3044\u304f\u3064\u304b\u306e\u7a2e\u985e\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a8\u30af\u30b9\u30dd\u30fc\u30c8:ArangoDB\u306f\u3001<strong>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068<\/strong>\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30c9\u30e9\u30a4\u30d0\u30fc<\/h4>\n\n\n\n<p>ArangoDB\u306f\u3001Python\u3001JavaScript\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u7528\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<code>python-arango<\/code><code>arangojs<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>ArangoDB\u306f\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u30af\u30a8\u30ea\u306b\u6700\u9069\u306a\u3001\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3067\u4f7f\u3044\u3084\u3059\u3044\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u57fa\u672c\u6a5f\u80fd\u3068\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3046\u307e\u304f\u3044\u3051\u3070\u3001\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304cArangoDB\u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Neo4j ChatGPT\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001Neo4j\u306f\u3001\u30b0\u30e9\u30d5\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u30af\u30a8\u30ea\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u4e00\u822c\u7684\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 Neo4j\u306e\u4f7f\u7528\u65b9\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Neo4j\uff1a\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8d77\u52d5<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong>:Neo4j\u306e\u516c\u5f0fWeb\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u59cb<\/strong>:\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u3057\u3066\u3001Neo4j\u30b5\u30fc\u30d3\u30b9\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<code>neo4j start<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Neo4j\u30d6\u30e9\u30a6\u30b6\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b:\u30d6\u30e9\u30a6\u30b6\u3067\u958b\u3044\u3066<strong>Neo4j\u30d6\u30e9\u30a6\u30b6<\/strong>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<code>http:\/\/localhost:7474\/<\/code><\/li>\n\n\n\n<li>\u30ed\u30b0\u30a4\u30f3<strong>:<\/strong>&nbsp;\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u30d1\u30b9\u30ef\u30fc\u30c9(\u901a\u5e38\u306f\/)\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<code>neo4j<\/code><code>neo4j<\/code><\/li>\n\n\n\n<li>\u65b0\u3057\u3044\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u8a2d\u5b9a\u3059\u308b:\u521d\u3081\u3066\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u5f8c\u3001<strong>\u65b0\u3057\u3044\u30d1\u30b9\u30ef\u30fc\u30c9<\/strong>\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b5\u30a4\u30d5\u30a1\u30fc\u30af\u30a8\u30ea\u8a00\u8a9e<\/h4>\n\n\n\n<p>Neo4j \u306f\u3001Cypher \u3068\u547c\u3070\u308c\u308b\u5ba3\u8a00\u578b\u30b0\u30e9\u30d5 \u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b<\/strong>: \u6697\u53f7\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>CREATE (n:Person { name: 'Alice' })<\/code><\/li>\n\n\n\n<li><strong>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u4f5c\u6210<\/strong>: \u6697\u53f7\u30b3\u30d4\u30fc \u30b3\u30fc\u30c9<code>MATCH (a:Person), (b:Person) WHERE a.name = 'Alice' AND b.name = 'Bob' CREATE (a)-[r:FRIEND]-&gt;(b)<\/code><\/li>\n\n\n\n<li><strong>\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306e\u30af\u30a8\u30ea<\/strong>: \u6697\u53f7\u30b3\u30d4\u30fc \u30b3\u30fc\u30c9<code>MATCH (a:Person)-[r:FRIEND]-&gt;(b:Person) RETURN a, r, b<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CSV \u30a4\u30f3\u30dd\u30fc\u30c8<\/strong>: \u6697\u53f7\u30b3\u30fc\u30c9\u306e\u30b3\u30d4\u30fc<code>LOAD CSV FROM 'file:\/\/\/path\/to\/file.csv' AS row CREATE (:Person { name: row[0], age: row[1] })<\/code><\/li>\n\n\n\n<li><strong>JSON \u30a4\u30f3\u30dd\u30fc\u30c8<\/strong>: \u306a\u3069\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u307e\u305f\u306f\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<code>APOC<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/strong>: \u6697\u53f7\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>CREATE INDEX ON :Person(name)<\/code><\/li>\n\n\n\n<li><strong>\u5236\u7d04\u3092\u4f5c\u6210\u3059\u308b<\/strong>: \u6697\u53f7\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>CREATE CONSTRAINT ON (p:Person) ASSERT p.name IS UNIQUE<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u9ad8\u5ea6\u306a\u30af\u30a8\u30ea\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b0\u30e9\u30d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>:Neo4j\u306f\u3001\u6700\u77ed\u30d1\u30b9\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u691c\u51fa\u306a\u3069\u306e\u4e00\u9023\u306e\u7d44\u307f\u8fbc\u307f\u30b0\u30e9\u30d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u6697\u53f7\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>MATCH (start:Person { name: 'Alice' }), (end:Person { name: 'Bob' }) CALL algo.shortestPath.stream(start, end, 'cost') YIELD nodeId, cost RETURN algo.asNode(nodeId).name AS name, cost<\/code><\/li>\n\n\n\n<li><strong>\u30b5\u30d6\u30b0\u30e9\u30d5 \u30de\u30c3\u30c1\u30f3\u30b0<\/strong>: \u30b5\u30a4\u30d5\u30a1\u30fc\u30b3\u30d4\u30fc \u30b3\u30fc\u30c9<code>MATCH (a:Person)-[:FRIEND]-&gt;(b:Person)-[:FRIEND]-&gt;(c:Person) RETURN a, b, c<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30c9\u30e9\u30a4\u30d0\u30fc<\/h4>\n\n\n\n<p>Neo4j\u306f\u3001Java\u3001Python\u3001JavaScript\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u7528\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<code>py2neo<\/code><code>neo4j-driver<\/code><code>neo4j-javascript-driver<\/code><\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>Neo4j\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u305f\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 Cypher \u30af\u30a8\u30ea\u8a00\u8a9e\u3084\u305d\u306e\u4ed6\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5 \u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u4fdd\u5b58\u3001\u30af\u30a8\u30ea\u3001\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001Neo4j\u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9FalkorDB ChatGPT\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u4e2d\u53e4<strong>\u30df\u30ad\u30b5\u30fc\u30dc\u30c3\u30af\u30b9\u30a6\u30a7\u30d6\u691c\u7d22G<\/strong><\/p>\n\n\n\n<p>\u7533\u3057\u8a33\u3042\u308a\u307e\u305b\u3093\u304c\u3001FalkorDB\u306e\u4f7f\u7528\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u624b\u9806\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002 \u3057\u304b\u3057\u3001\u79c1\u306f\u3044\u304f\u3064\u304b\u306e\u95a2\u9023\u30ea\u30bd\u30fc\u30b9\u3092\u898b\u3064\u3051\u307e\u3057\u305f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>FalkorDB\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8:\u3053\u308c\u306f<a href=\"https:\/\/docs.falkordb.com\/\">FalkorDB\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3067\u3042\u308a\u3001\u4f7f\u7528\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/gpt-index.readthedocs.io\/en\/stable\/examples\/index_structs\/knowledge_graph\/FalkorDBGraphDemo.html\">FalkorDB Graph Store \u2013<\/a>&nbsp;LlamaIndex: \u3053\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u306f\u3001FalkorDB \u3092 LlamaIndex \u306e\u30b0\u30e9\u30d5 \u30b9\u30c8\u30ec\u30fc\u30b8 \u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u69cb\u6210\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Guy Korland \u2013 CEO\u517c\u5171\u540c\u5275\u8a2d\u8005 \u2013 FalkorDB \u2013 LinkedIn:&nbsp;<a href=\"https:\/\/il.linkedin.com\/in\/guykorland\">FalkorDB\u306eCEO\u517c\u5171\u540c\u8a2d\u7acb\u8005\u3067\u3042\u308bGuy Korland<\/a>\u306b\u3088\u308bLinkedIn\u306e\u30da\u30fc\u30b8\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/swilly22\">Roi Lipman<\/a>&nbsp;GitHub: FalkorDB \u306b\u95a2\u9023\u3059\u308b GitHub \u30da\u30fc\u30b8\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8a73\u7d30\u306a\u4f7f\u7528\u30ac\u30a4\u30c9\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u305f\u3081\u3001FalkorDB\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3059\u308b\u304b\u3001FalkorDB\u306e\u958b\u767a\u30c1\u30fc\u30e0\u306b\u8a73\u7d30\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3054\u4e0d\u660e\u306a\u70b9\u304c\u3042\u308b\u5834\u5408\u3084\u3001\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u3088\u308a\u9769\u65b0\u7684\u306a\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u767a\u898b\u3059\u308b:\u30d7\u30e9\u30b0\u30a4\u30f3\u30b9\u30c8\u30a2\u3067\u300cMixerBox\u300d\u3092\u691c\u7d22\u3057\u3066<a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\">\u3001\u3088\u308a\u9769\u65b0\u7684\u306a\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u767a\u898b\u3057<\/a>\u3066\u304f\u3060\u3055\u3044! MixerBox\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3042\u306a\u305f\u306e\u751f\u6d3b\u3092\u697d\u306b\u3057\u307e\u3057\u3087\u3046! \u307e\u305f\u3001\u300c\u30df\u30ad\u30b5\u30fc\u30dc\u30c3\u30af\u30b9ImageGen\u300d\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u4f7f\u7528\u3057\u3066AI\u753b\u50cf\u3092\u76f4\u63a5\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 \u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001MixerBox \u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/docs.falkordb.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/docs.falkordb.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5bb6<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/docs.falkordb.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/docs.falkordb.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">falkordb.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/gpt-index.readthedocs.io\/en\/stable\/examples\/index_structs\/knowledge_graph\/FalkorDBGraphDemo.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/gpt-index.readthedocs.io\/en\/stable\/examples\/index_structs\/knowledge_graph\/FalkorDBGraphDemo.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/gpt-index.readthedocs.io\/en\/stable\/examples\/index_structs\/knowledge_graph\/FalkorDBGraphDemo.html\" target=\"_blank\" rel=\"noreferrer noopener\">gpt-index.readthedocs.io<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/swilly22\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/github.com\/swilly22\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/avatars.githubusercontent.com\/u\/2638748?v=4?s=400\" alt=\"image of swilly22 - Overview\"\/><\/a><\/figure>\n\n\n\n<p><a href=\"https:\/\/github.com\/swilly22\" target=\"_blank\" rel=\"noreferrer noopener\">\u30b9\u30a6\u30a3\u30ea\u30fc22 \u2013 \u6982\u8981<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/swilly22\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/swilly22\" target=\"_blank\" rel=\"noreferrer noopener\">github.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/user-images.strikinglycdn.com\/res\/hrscywv4p\/image\/upload\/c_limit,fl_lossy,h_630,w_1200,f_auto,q_auto\/55375\/391472_893752.png\" alt=\"image of MixerBox ChatGPT Plugins\"\/><\/a><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\" target=\"_blank\" rel=\"noreferrer noopener\">\u30df\u30ad\u30b5\u30fc\u30dc\u30c3\u30af\u30b9\u30c1\u30e3\u30c3\u30c8GPT\u30d7\u30e9\u30b0\u30a4\u30f3<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/static.mixerbox.com\/chatai\/chatgpt-plugin\/WebSearchG_logo.png\" alt=\"mixerbox.com logo\"\/><\/a><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.mixerbox.com\/chatgpt-plugins?utm_source=chatgpt_us&amp;utm_medium=chatgptresponse_us&amp;utm_campaign=crosspromotion_us_20230818\" target=\"_blank\" rel=\"noreferrer noopener\">mixerbox.com<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Neptune ChatGPT\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001Amazon Neptune \u306f\u3001\u9ad8\u6027\u80fd\u3067\u53ef\u7528\u6027\u304c\u9ad8\u304f\u3001\u4f7f\u3044\u3084\u3059\u3044\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 Amazon Neptune \u306e\u4f7f\u7528\u65b9\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Amazon Neptune\uff1a\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3068\u5c55\u958b<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>AWS \u30b3\u30f3\u30bd\u30fc\u30eb:&nbsp;<strong>AWS \u30b3\u30f3\u30bd\u30fc\u30eb<\/strong>\u306b\u30b5\u30a4\u30f3\u30a4\u30f3\u3057\u3001Neptune \u30b5\u30fc\u30d3\u30b9\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Neptune \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong>\u3092\u4f5c\u6210\u3059\u308b: [\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4f5c\u6210] \u3092\u9078\u629e\u3057\u3001\u30a6\u30a3\u30b6\u30fc\u30c9\u306b\u5f93\u3063\u3066\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>JDBC\/<\/strong>ODBC \u30c9\u30e9\u30a4\u30d0\u30fc: \u9069\u5207\u306a JDBC \u307e\u305f\u306f ODBC \u30c9\u30e9\u30a4\u30d0\u30fc\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u30cd\u30d7\u30c1\u30e5\u30fc\u30f3\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u63a5\u7d9a\u6587\u5b57\u5217<\/strong>: \u6307\u5b9a\u3055\u308c\u305f\u63a5\u7d9a\u6587\u5b57\u5217 (\u901a\u5e38\u306f\u30db\u30b9\u30c8\u540d\u3001\u30dd\u30fc\u30c8\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u540d\u3092\u542b\u3080) \u3092\u4f7f\u7528\u3057\u3066\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3068\u30af\u30a8\u30ea\u8a00\u8a9e<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Gremlin<\/strong>: Neptune \u306f\u3001\u30d7\u30ed\u30d1\u30c6\u30a3\u30b0\u30e9\u30d5\u7528\u306e Apache TinkerPop Gremlin \u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>SPARQL:<\/strong>&nbsp;Neptune \u306f\u3001RDF \u30b0\u30e9\u30d5\u7528\u306e SPARQL \u30af\u30a8\u30ea\u8a00\u8a9e\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">CRUD \u64cd\u4f5c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u633f\u5165<\/strong>: \u30b0\u30ec\u30e0\u30ea\u30f3\u307e\u305f\u306f SPARQL \u3092\u4f7f\u7528\u3057\u3066\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u3092\u633f\u5165\u3057\u307e\u3059\u3002 \u30b0\u30ec\u30e0\u30ea\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>g.addV('Person').property('name', 'Alice')<\/code><\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea:<\/strong>&nbsp;\u30b0\u30ec\u30e0\u30ea\u30f3\u307e\u305f\u306f SPARQL \u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>SELECT ?name WHERE { ?person a :Person ; :name ?name }<\/code><\/li>\n\n\n\n<li>\u66f4\u65b0\u3068\u524a\u9664: \u9069\u5207\u306a Gremlin \u307e\u305f\u306f SPARQL \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066<strong>\u66f4\u65b0\u3068\u524a\u9664<\/strong>\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e00\u62ec\u30ed\u30fc\u30c9<\/strong>: Neptune \u306f\u3001S3 \u30d0\u30b1\u30c3\u30c8\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u4e00\u62ec\u30ed\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf<\/strong>\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: Neptune \u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4ed6\u306e\u5f62\u5f0f\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>IAM \u30dd\u30ea\u30b7\u30fc: AWS \u306e&nbsp;<strong>IAM<\/strong>&nbsp;(ID \u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u7ba1\u7406) \u3092\u4f7f\u7528\u3057\u3066\u30a2\u30af\u30bb\u30b9\u30dd\u30ea\u30b7\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>VPC \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7:&nbsp;<strong>VPC \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7<\/strong>\u3092\u8a2d\u5b9a\u3057\u3066\u3001Neptune \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3078\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u76e3\u8996\u3068\u6700\u9069\u5316<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>CloudWatch<\/strong>: Amazon CloudWatch \u3092\u4f7f\u7528\u3057\u3066\u3001Neptune \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u72b6\u614b\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30af\u30a8\u30ea\u306e\u6700\u9069\u5316<\/strong>: Neptune \u306f\u3001\u30af\u30a8\u30ea\u5b9f\u884c\u30d7\u30e9\u30f3\u3068\u6700\u9069\u5316\u306e\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068 SDK \u306e\u6bd4\u8f03<\/h4>\n\n\n\n<p>Amazon Neptune \u306b\u306f\u3001Java\u3001Python\u3001Node.js \u306a\u3069\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u7528\u306e SDK \u3068\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>Amazon Neptune \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u8907\u96d1\u306a\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30b7\u30ca\u30ea\u30aa\u306b\u5bfe\u5fdc\u3059\u308b\u3001\u5f37\u529b\u3067\u67d4\u8edf\u6027\u304c\u3042\u308a\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 \u57fa\u672c\u6a5f\u80fd\u3068\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u4fdd\u5b58\u3001\u30af\u30a8\u30ea\u3001\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3001Amazon Neptune \u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3053\u3068\u3092\u9858\u3063\u3066\u3044\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FACg8ocLh4B_kew_Ugyfq9egjobpny7AWdKDF1KOH64Elebx0ZhM%3Ds96-c&amp;w=96&amp;q=75\" alt=\"User\"\/><\/figure>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9Networkx ChatGPT\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>NetworkX\u306f\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u306a\u304f\u3001\u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3001\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3001\u304a\u3088\u3073\u95a2\u6570\u3092\u4f5c\u6210\u3001\u64cd\u4f5c\u3001\u304a\u3088\u3073\u7814\u7a76\u3059\u308b\u305f\u3081\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u56f3\u3092\u4fbf\u5229\u306b\u64cd\u4f5c\u3059\u308b\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 NetworkX \u306e\u4f7f\u7528\u65b9\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">NetworkX\uff1a\u4f7f\u7528\u65b9\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u53d6\u308a\u4ed8\u3051<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>pip \u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/strong>: \u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3059\u308b<code>pip install networkx<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u57fa\u672c\u64cd\u4f5c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b<\/strong><code>import networkx as nx<\/code><\/li>\n\n\n\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u7a7a\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u6210\u3059\u308b<\/strong><code>G = nx.Graph()<\/code><\/li>\n\n\n\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u30ce\u30fc\u30c9\u3092\u8ffd\u52a0\u3059\u308b<\/strong><code>G.add_node(1) G.add_nodes_from([2, 3])<\/code><\/li>\n\n\n\n<li>ythonCopy \u30b3\u30fc\u30c9<strong>:p\u30a8\u30c3\u30b8\u3092\u8ffd\u52a0\u3059\u308b<\/strong><code>G.add_edge(1, 2) G.add_edges_from([(1, 2), (1, 3)])<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d7\u30ed\u30d1\u30c6\u30a3\u3068\u30c7\u30fc\u30bf<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9\u306e\u30d7\u30ed\u30d1\u30c6\u30a3<\/strong>:p ythonCopy \u30b3\u30fc\u30c9<code>G.nodes[1]['attribute'] = 'value'<\/code><\/li>\n\n\n\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u30a8\u30c3\u30b8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3<\/strong><code>G[1][2]['weight'] = 7<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u6700\u77ed\u30d1\u30b9<\/strong><code>nx.shortest_path(G, source=1, target=2)<\/code><\/li>\n\n\n\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u4e2d\u5fc3\u6027\u306e\u5c3a\u5ea6<\/strong><code>nx.degree_centrality(G)<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u8996\u899a\u5316<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Matplotlib<\/strong>:p ythonCopy \u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3059\u308b<code>import matplotlib.pyplot as plt nx.draw(G, with_labels=True) plt.show()<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li>ythonCopy \u30b3\u30fc\u30c9:p<strong>\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f<\/strong><code>nx.write_gexf(G, 'graph.gexf') G_new = nx.read_gexf('graph.gexf')<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u9ad8\u5ea6\u306a\u6a5f\u80fd<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u30b5\u30d6\u30b0\u30e9\u30d5<\/strong>:p ythonCopy \u30b3\u30fc\u30c9<code>subgraph = G.subgraph([1, 2, 3])<\/code><\/li>\n\n\n\n<li><strong>\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u30b8\u30a7\u30cd\u30ec\u30fc\u30bf<\/strong>:p ythonCopy\u30b3\u30fc\u30c9<code>K_5 = nx.complete_graph(5)<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u6982\u8981<\/h4>\n\n\n\n<p>NetworkX\u306f\u3001\u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u56f3\u3092\u4f5c\u6210\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u975e\u5e38\u306b\u67d4\u8edf\u3067\u5f37\u529b\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 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