{"id":2498,"date":"2023-05-03T20:14:35","date_gmt":"2023-05-03T11:14:35","guid":{"rendered":"https:\/\/edu.ujhb.org\/?p=2498"},"modified":"2023-05-03T20:14:36","modified_gmt":"2023-05-03T11:14:36","slug":"data-lake%e5%85%a5%e9%96%80%ef%bc%88%e6%97%a5%e6%9c%ac%e8%aa%9e%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=2498","title":{"rendered":"Data Lake\u5165\u9580\uff08\u65e5\u672c\u8a9e\u7248\uff09"},"content":{"rendered":"\n<p>IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5fdc\u3058\u3066\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u7f6e\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u3002 Data Lake \u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u3001\u79c1\u306e\u305f\u3081\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3082\u306e\u306e\u30ea\u30b9\u30c8\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002 \u30c1\u30e3\u30c3\u30c8GPT<\/p>\n\n\n\n<p>\u7d76\u5bfe\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u4f5c\u6210\u3059\u308b\u306e\u3092\u624b\u4f1d\u3046\u3053\u3068\u306b\u8208\u596e\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3 a. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9a\u7fa9\u3068\u6982\u5ff5 b. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u9055\u3044 c. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3068\u5229\u70b9<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8 a. \u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc b. \u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc c. \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406 d. \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 e. \u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a2d\u8a08 a. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u968e\u5c64 b. \u30bd\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc c. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u8a08\u753b\u304a\u3088\u3073\u8a2d\u8a08\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u629e a. \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30c4\u30fc\u30eb b. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u629e\u3068\u6bd4\u8f03 c. \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6bd4\u8f03<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3068\u5c55\u958b a. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8a08\u753b\u3068\u4e88\u7b97\u7de8\u6210 b. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5c55\u958b\u6226\u7565 c. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068O&amp;M<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3 a. \u6210\u529f\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5 B. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u306b\u304a\u3051\u308b\u4e00\u822c\u7684\u306a\u554f\u984c\u3068\u89e3\u6c7a\u7b56 c. \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4eca\u5f8c\u306e\u52d5\u5411<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4f5c\u6210\u306b\u95a2\u3059\u308b\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u57fa\u790e\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u5236\u4f5c\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3001\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8abf\u6574\u307e\u305f\u306f\u88dc\u8db3\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3084\u30d8\u30eb\u30d7\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9a\u7fa9\u3068\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044:ChatGPT<\/p>\n\n\n\n<p>Data Lake \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5927\u91cf\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u4e00\u5143\u5316\u3055\u308c\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304a\u3088\u3073\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 \u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u67d4\u8edf\u6027\u3068\u62e1\u5f35\u6027\u304c\u9ad8\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u4fdd\u5b58\u304a\u3088\u3073\u51e6\u7406\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u5b9a\u7fa9\u3068\u6982\u5ff5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e00\u5143\u5316\u3055\u308c\u305f\u30b9\u30c8\u30ec\u30fc\u30b8:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u4e00\u5143\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u30a2\u30af\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u30c7\u30fc\u30bf\u8cc7\u7523\u3092\u3088\u308a\u6709\u52b9\u306b\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u52b9\u7387\u3068\u4fa1\u5024\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u578b\u3092\u30b5\u30dd\u30fc\u30c8: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf (\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u306a\u3069)\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf (JSON\u3001XML\u3001\u305d\u306e\u4ed6\u306e\u5f62\u5f0f\u306a\u3069)\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf (\u753b\u50cf\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u3001\u30d3\u30c7\u30aa\u306a\u3069) \u3092\u683c\u7d0d\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3057\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u751f\u6027: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306f\u901a\u5e38\u3001\u4e8b\u524d\u306e\u5909\u63db\u3084\u30e9\u30f3\u30b0\u30ea\u30f3\u30b0\u306a\u3057\u3067\u751f\u306e\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30b3\u30b9\u30c8\u3068\u8907\u96d1\u3055\u304c\u8efd\u6e1b\u3055\u308c\u3001\u5c06\u6765\u306e\u3055\u3089\u306a\u308b\u5206\u6790\u3068\u51e6\u7406\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u304c\u7dad\u6301\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u62e1\u5f35\u6027\u304c\u9ad8\u304f\u3001\u30c7\u30fc\u30bf\u91cf\u3068\u51e6\u7406\u30cb\u30fc\u30ba\u306b\u52d5\u7684\u306b\u9069\u5fdc\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u8ab2\u984c\u306b\u7c21\u5358\u306b\u5bfe\u5fdc\u3057\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u5206\u6790\u306b\u5bfe\u3059\u308b\u9700\u8981\u306e\u9ad8\u307e\u308a\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5909\u63db\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u4eba\u5de5\u77e5\u80fd\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u8abf\u3079\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u7d44\u7e54\u304c\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3001\u4fdd\u5b58\u3001\u5206\u6790\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3001\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304a\u3088\u3073\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9ChatGPT\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3069\u3061\u3089\u3082\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u69cb\u9020\u3001\u51e6\u7406\u65b9\u6cd5\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30b9\u30c8\u306a\u3069\u306e\u70b9\u3067\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u4e3b\u306a\u9055\u3044\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u578b\u3068\u69cb\u9020:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306f\u901a\u5e38\u3001\u524d\u51e6\u7406\u3084\u5909\u63db\u3092\u884c\u308f\u305a\u306b\u5143\u306e\u5f62\u5f0f\u3067\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9: \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u4e3b\u306b\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u306a\u3069\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u524d\u306b\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3068\u69cb\u9020\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u65b9\u6cd5:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u751f\u30c7\u30fc\u30bf\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u4fdd\u5b58\u3055\u308c\u3001\u5206\u6790\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u30d0\u30c3\u30c1\u3067\u51e6\u7406\u3055\u308c\u308b\u300c\u30b9\u30c8\u30a2\u30d7\u30ed\u30bb\u30b9\u300d\u6226\u7565\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u67d4\u8edf\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b8\u30f3\u30b0: \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b8\u30f3\u30b0\u3067\u306f\u3001&#8221;\u30d7\u30ed\u30bb\u30b9\/\u30b9\u30c8\u30a2&#8221; \u6226\u7565\u3001\u3064\u307e\u308a\u3001\u30c7\u30fc\u30bf\u304c\u524d\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u3055\u308c\u3001\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u4e00\u8cab\u6027\u304c\u78ba\u4fdd\u3055\u308c\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u67d4\u8edf\u6027\u304c\u5236\u9650\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30b3\u30b9\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u901a\u5e38\u3001Hadoop HDFS\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u4f4e\u30b3\u30b9\u30c8\u306e\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u51e6\u7406\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u751f\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30b9\u30c8\u306f\u6bd4\u8f03\u7684\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9: \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u901a\u5e38\u3001\u9ad8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u307e\u305f\u306f\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u9ad8\u901f\u306a\u30af\u30a8\u30ea\u6a5f\u80fd\u3068\u30ec\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u3053\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u6bd4\u8f03\u7684\u9ad8\u4fa1\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u5bb9\u91cf\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u3088\u3063\u3066\u5236\u9650\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30af\u30a8\u30ea\u304a\u3088\u3073\u5206\u6790\u6a5f\u80fd:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001Spark\u3001Hive\u3001Presto \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306f\u5927\u307e\u304b\u306b\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30af\u30a8\u30ea\u3068\u5206\u6790\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u30b9\u30ad\u30eb\u3068\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9: \u6700\u9069\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u5099\u3048\u305f\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3001\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u30af\u30a8\u30ea\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u4e3b\u306b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u5206\u6790\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u80fd\u529b\u306f\u5236\u9650\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3088\u308a\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u3042\u308a\u3001\u5927\u91cf\u3067\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002 \u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30af\u30a8\u30ea\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u3063\u3066\u3044\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u306f\u3044\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306e\u30cb\u30fc\u30ba\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u3068\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u306b\u5fdc\u3058\u30662\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30c7\u30fc\u30bf\u306e\u6700\u9069\u306a\u7ba1\u7406\u3068\u5229\u7528\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u304c\u4fdd\u5b58\u3055\u308c\u3001\u591a\u304f\u306e\u5834\u5408\u306f\u751f\u306e\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u8ab2\u984c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3001\u4e00\u8cab\u6027\u3001\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u591a\u304f\u306e\u52aa\u529b\u3092\u6255\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9: \u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u6642\u306b\u30c7\u30fc\u30bf 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class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u751f\u30c7\u30fc\u30bf\u3092\u8a73\u7d30\u5206\u6790\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u6d3b\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u958b\u767a\u8005\u306a\u3069\u306e\u6280\u8853\u8005\u5411\u3051\u3067\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306f\u3001\u30e2\u30ce\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3084\u30bd\u30fc\u30b7\u30e3\u30eb 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\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u8ca1\u52d9\u5206\u6790\u3084\u5e02\u5834\u8abf\u67fb\u306a\u3069\u3001\u5b9a\u671f\u7684\u306a\u30ec\u30dd\u30fc\u30c8\u3084\u5c65\u6b74\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5fc5\u8981\u3068\u3059\u308b\u30b7\u30ca\u30ea\u30aa\u306b\u3082\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u6a5f\u80fd\u3068\u76f8\u9055\u70b9\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u7ba1\u7406\u306b\u304a\u3051\u308b\u9577\u6240\u3068\u77ed\u6240\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001IT\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u9069\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u8cea\u554f\u304c\u3042\u308b\u5834\u5408\u3001\u307e\u305f\u306f\u3055\u3089\u306b\u8aac\u660e\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u304a\u6c17\u8efd\u306b\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3001ChatGPT\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3068\u5229\u70b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304a\u3088\u3073\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3084\u30b7\u30ca\u30ea\u30aa\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u4e3b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u3068\u5229\u70b9\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u5927\u91cf\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3001\u4f01\u696d\u306b\u30c7\u30fc\u30bf\u306e\u5305\u62ec\u7684\u306a\u30d3\u30e5\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3001\u6f5c\u5728\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3068\u5206\u6790\u60c5\u5831\u3092\u660e\u3089\u304b\u306b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd: 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\u30ec\u30a4\u30af\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001IoT \u3084\u30bd\u30fc\u30b7\u30e3\u30eb \u30e1\u30c7\u30a3\u30a2\u306e\u76e3\u8996\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u5e02\u5834\u306e\u5909\u5316\u3084\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30c7\u30fc\u30bf\u88fd\u54c1\u958b\u767a:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u4f01\u696d\u304c\u7570\u7a2e\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u30c7\u30fc\u30bf\u88fd\u54c1\u3068\u30b5\u30fc\u30d3\u30b9\u306e\u7d71\u5408\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 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\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u62e1\u5f35\u6027\u304c\u9ad8\u304f\u3001\u30c7\u30fc\u30bf\u91cf\u3068\u51e6\u7406\u30cb\u30fc\u30ba\u306b\u52d5\u7684\u306b\u9069\u5fdc\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u8ab2\u984c\u306b\u7c21\u5358\u306b\u5bfe\u5fdc\u3057\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u5206\u6790\u306b\u5bfe\u3059\u308b\u9700\u8981\u306e\u9ad8\u307e\u308a\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f4e\u30b3\u30b9\u30c8:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u901a\u5e38\u3001Hadoop HDFS\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u4f4e\u30b3\u30b9\u30c8\u306e\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u7ba1\u7406\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002 \u4f01\u696d\u306f\u3001\u4e88\u7b97\u3068\u30ea\u30bd\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u72ec\u5275\u6027:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5143\u306e\u5f62\u5f0f\u3068\u6574\u5408\u6027\u3092\u7dad\u6301\u3057\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30de\u30a4\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u3092\u5305\u62ec\u7684\u306b\u628a\u63e1\u3057\u3001\u5e02\u5834\u52d5\u5411\u3084\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u5b9f\u9a13:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u4f01\u696d\u306b\u30aa\u30fc\u30d7\u30f3\u306a\u3001<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u9769\u65b0\u7684\u306a\u30c7\u30fc\u30bf\u74b0\u5883\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u5206\u6790\u65b9\u6cd5\u3084\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u7c21\u5358\u306b\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u958b\u767a\u8005\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3067\u5b9f\u9a13\u3092\u884c\u3044\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30e2\u30c7\u30eb\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u691c\u8a3c\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u65b0\u3057\u3044\u6a5f\u4f1a\u3068\u4fa1\u5024\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001Spark\u3001Hive\u3001Presto \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u5909\u63db\u3001\u30af\u30a8\u30ea\u3001\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u901f\u5ea6\u3068\u52b9\u679c\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u69d8\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u975e\u5e38\u306b\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u3042\u308b\u305f\u3081\u3001\u9867\u5ba2\u95a2\u4fc2\u7ba1\u7406\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4f01\u696d\u306f\u3001\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u3068\u76ee\u6a19\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6a5f\u80fd\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u6bd4\u8f03\u7684\u4f4e\u3044\u3067\u3059\u304c\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u306a\u3069\u306e\u5bfe\u7b56\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u6a5f\u5bc6\u60c5\u5831\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u4f01\u696d\u304cGDPR\u3001CCPA\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u4fdd\u8b77\u304a\u3088\u3073\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u3092\u6e80\u305f\u3059\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u307e\u3068\u3081\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u3001\u591a\u304f\u306e\u4f01\u696d\u3084\u7d44\u7e54\u304c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u7406\u60f3\u7684\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u5229\u70b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u6226\u7565\u306b\u5bfe\u3059\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u9069\u5408\u6027\u3092\u3088\u308a\u9069\u5207\u306b\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308bChatGPT\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u57fa\u672c\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u751f\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u7ba1\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u306e\u8a2d\u8a08\u3068\u5b9f\u88c5\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30b3\u30b9\u30c8\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002 Data Lake \u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u306e\u4e3b\u306a\u6a5f\u80fd\u3068\u8003\u616e\u4e8b\u9805\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u578b\u3068\u5f62\u5f0f: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf (\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u306a\u3069)\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf (JSON\u3001XML \u306a\u3069)\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf (\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u306a\u3069) \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306f\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u67d4\u8edf\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u5143\u306e\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8:\u52b9\u7387\u7684\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u51e6\u7406\u306e\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u901a\u5e38\u3001\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002 \u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30ce\u30fc\u30c9(\u30b5\u30fc\u30d0\u30fc\u3001\u30c7\u30a3\u30b9\u30af\u306a\u3069)\u306b\u5206\u6563\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u3068\u30a2\u30af\u30bb\u30b9\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u306f\u3001Hadoop HDFS\u3001Amazon S3\u3001Google Cloud Storage\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210: \u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u5206\u6790\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306b\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3067\u306f\u3001\u7279\u5b9a\u306e\u5c5e\u6027 (\u6642\u9593\u3001\u5730\u57df\u306a\u3069) \u306b\u5f93\u3063\u3066\u30c7\u30fc\u30bf\u3092\u3055\u307e\u3056\u307e\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u9818\u57df\u306b\u5206\u6563\u3067\u304d\u308b\u305f\u3081\u3001\u30af\u30a8\u30ea\u304a\u3088\u3073\u5206\u6790\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3092\u7e2e\u5c0f\u3067\u304d\u307e\u3059\u3002 \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7279\u306b\u5927\u898f\u6a21\u306a\u69cb\u9020\u5316\u30c7\u30fc\u30bf \u30af\u30a8\u30ea\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30af\u30a8\u30ea\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u3068\u30a8\u30f3\u30b3\u30fc\u30c9:\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u30c7\u30fc\u30bf\u5727\u7e2e\u304a\u3088\u3073\u30a8\u30f3\u30b3\u30fc\u30c9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u63a1\u7528\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u5727\u7e2e\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30b9\u30da\u30fc\u30b9\u6240\u8981\u91cf\u3092\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u30fb\u30a8\u30f3\u30b3\u30fc\u30c9\u306f\u30c7\u30fc\u30bf\u30fb\u30a2\u30af\u30bb\u30b9\u306e\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u5727\u7e2e\u304a\u3088\u3073\u30a8\u30f3\u30b3\u30fc\u30c9\u624b\u6cd5\u306b\u306f\u3001\u30b9\u30ca\u30c3\u30d4\u30fc\u3001LZO\u3001\u5bc4\u6728\u7d30\u5de5\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316(AES\u3001TLS\u306a\u3069)\u3001\u8a8d\u8a3c(\u30e6\u30fc\u30b6\u30fc\u540d\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3001OAuth\u306a\u3069)\u3001\u6a29\u9650\u7ba1\u7406(\u5f79\u5272\u3001\u30dd\u30ea\u30b7\u30fc\u306a\u3069)\u306a\u3069\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u5bfe\u7b56\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u5fa9\u65e7: \u30c7\u30fc\u30bf\u306e\u640d\u5931\u3068\u969c\u5bb3\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u5fa9\u65e7\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4ed6\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30e1\u30c7\u30a3\u30a2(\u30c7\u30a3\u30b9\u30af\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069)\u306b\u5b9a\u671f\u7684\u306b\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u3001\u30c7\u30fc\u30bf\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea(\u8907\u6570\u306e\u30b3\u30d4\u30fc\u3001\u30aa\u30d5\u30b5\u30a4\u30c8\u306a\u3069)\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306a\u3069)\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u640d\u5931\u3084\u30b7\u30b9\u30c6\u30e0\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3001\u4f01\u696d\u306f\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u30c7\u30fc\u30bf\u3092\u30ea\u30ab\u30d0\u30ea\u306b\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u8010\u4e45\u6027\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8 \u30ec\u30a4\u30e4\u30fc\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ec\u30a4\u30e4\u30fc\u306e\u7d71\u5408: \u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3092\u884c\u3046\u306b\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8 \u30ec\u30a4\u30e4\u30fc\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ec\u30a4\u30e4\u30fc\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3092\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc (Hadoop \u30af\u30e9\u30b9\u30bf\u30fc\u306a\u3069) \u306b\u5206\u6563\u3059\u308b\u304b\u3001Amazon S3 \u3084 EMR \u306a\u3069\u306e\u500b\u5225\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ec\u30a4\u30e4\u30fc\u3092\u7d71\u5408\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u901f\u5ea6\u3068\u52b9\u7387\u304c\u5411\u4e0a\u3057\u3001\u30c7\u30fc\u30bf\u79fb\u884c\u306e\u30b3\u30b9\u30c8\u3068\u5f85\u6a5f\u6642\u9593\u304c\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u5f3e\u529b\u6027:\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u5897\u3048\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u5f3e\u529b\u6027\u304c\u5fc5\u8981\u3067\u3059\u3002 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\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306e\u7279\u6027\u3068\u8003\u616e\u4e8b\u9805\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u7ba1\u7406\u306e\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u305f\u30b9\u30c8\u30ec\u30fc\u30b8\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308b\u30c7\u30fc\u30bf\u7d71\u5408\u30fb\u51e6\u7406\u30ec\u30a4\u30e4\u30fcChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3042\u308a\u3001\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u751f\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u51e6\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 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class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u53d6\u5f97:\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306b\u306f\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u3001API\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u6a5f\u80fd\u304c\u5fc5\u8981\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u53d6\u5f97\u306f\u3001\u30d0\u30c3\u30c1\u30ed\u30fc\u30c9\u3001\u30e9\u30a4\u30d6\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3001\u307e\u305f\u306f\u30cf\u30a4\u30d6\u30ea\u30c0\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u30c4\u30fc\u30eb\u3068\u624b\u6cd5\u306b\u306f\u3001Apache 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\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd\u306e\u30bf\u30b9\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u3067\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u5316\u3001\u96e2\u6563\u5316\u3001\u6a5f\u80fd\u306e\u9078\u629e\u3001\u6a5f\u80fd\u306e\u69cb\u7bc9\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u304a\u3088\u3073\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u306b\u306f\u3001Scikit-learn\u3001Pandas\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u7ba1\u7406:\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u304c\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u7ba1\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30bf\u30b9\u30af\u306e\u9806\u5e8f\u4ed8\u3051\u3089\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406\u306f\u3001\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3068\u76e3\u8996\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304a\u3088\u3073\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406\u30c4\u30fc\u30eb\u306b\u306f\u3001Apache Airflow\u3001Luigi\u3001Prefect\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: \u30c7\u30fc\u30bf\u91cf\u3068\u51e6\u7406\u8981\u4ef6\u304c\u5897\u5927\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u9ad8\u3044\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Spark\u3001Flink\u306a\u3069)\u3092\u63a1\u7528\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0(\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306a\u3069)\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>)\u3092\u9054\u6210\u3057\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u5b9f\u969b\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9(CPU\u3001\u30e1\u30e2\u30ea\u306a\u3069)\u3092\u52d5\u7684\u306b\u8abf\u6574\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30bf\u30b9\u30af\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30d5\u30a9\u30fc\u30eb\u30c8 \u30c8\u30ec\u30e9\u30f3\u30b9\u3068\u9ad8\u53ef\u7528\u6027: \u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30bf\u30b9\u30af\u306e\u5b89\u5b9a\u6027\u3068\u7d99\u7d9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30d5\u30a9\u30fc\u30eb\u30c8 \u30c8\u30ec\u30e9\u30f3\u30c8\u3067\u9ad8\u53ef\u7528\u6027\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u3068\u30bf\u30b9\u30af\u306e\u5197\u9577\u6027\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u81ea\u52d5\u30ea\u30ab\u30d0\u30ea\u306a\u3069\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Spark\u3001Flink\u306a\u3069)\u306b\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u969c\u5bb3\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30e9\u30fc\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30b9\u3068\u9ad8\u53ef\u7528\u6027\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u3001\u30c7\u30fc\u30bf \u30de\u30b9\u30ad\u30f3\u30b0\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30c4\u30fc\u30eb(Apache Atlas\u3001Collibra\u306a\u3069)\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Ranger\u3001Sentry\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u751f\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u51e6\u7406\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306e\u7279\u6027\u3068\u8003\u616e\u4e8b\u9805\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u305f\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001ChatGPT\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u7dad\u6301\u3068\u7ba1\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001\u69cb\u9020\u3001\u5f62\u5f0f\u3001\u30bd\u30fc\u30b9\u3001\u54c1\u8cea\u306a\u3069\u306e\u60c5\u5831\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf\u3092\u8a18\u8ff0\u3059\u308b\u30c7\u30fc\u30bf\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u7c21\u5358\u306b\u691c\u51fa\u3001\u7406\u89e3\u3001\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u52b9\u7387\u3068\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306e\u4e3b\u306a\u6a5f\u80fd\u3068\u8003\u616e\u4e8b\u9805\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0: \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u3092\u542b\u3080\u4e00\u5143\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3067\u3059\u3002 Data Catalog \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u3059\u3070\u3084\u304f\u691c\u7d22\u3057\u3066\u691c\u51fa\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3084\u30ab\u30c6\u30b4\u30ea\u53c2\u7167\u306a\u3069\u306e\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u30c4\u30fc\u30eb\u306b\u306f\u3001AWS Glue Data Catalog\u3001Azure Data Catalog\u3001Google Cloud Data Catalog\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406: \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u306e\u53ce\u96c6\u3001\u683c\u7d0d\u3001\u66f4\u65b0\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u81ea\u52d5\u7684\u306b\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u89e3\u6790\u3057\u305f\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u624b\u52d5\u3067\u5165\u529b\u304a\u3088\u3073\u5909\u66f4\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3001Apache Hive \u30e1\u30bf\u30b9\u30c8\u30a2\u3001Amazon RDS\u3001MySQL \u306a\u3069\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u7cfb\u5217\u3068\u4f9d\u5b58\u95a2\u4fc2: \u30c7\u30fc\u30bf\u7cfb\u5217\u3068\u4f9d\u5b58\u95a2\u4fc2\u306f\u3001\u30c7\u30fc\u30bf\u9593\u306e\u95a2\u9023\u5143\u3068\u95a2\u9023\u4ed8\u3051\u306e\u95a2\u4fc2\u3092\u8a18\u8ff0\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u7cfb\u5217\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u5143\u3001\u5909\u63db\u65b9\u6cd5\u3001\u4f7f\u7528\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u30c7\u30fc\u30bf\u306e\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u7cfb\u5217\u3068\u4f9d\u5b58\u95a2\u4fc2\u306f\u3001Apache Atlas\u3001DVC\u3001Marquez \u306a\u3069\u306e\u30c7\u30fc\u30bf\u7cfb\u5217\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9: \u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3001\u6574\u5408\u6027\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u5074\u9762\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u304a\u3088\u3073\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u306a\u3069\u306e\u624b\u6bb5\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30af\u30aa\u30ea\u30c6\u30a3\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30c4\u30fc\u30eb\u306b\u306f\u3001Talend\u30c7\u30fc\u30bf\u30af\u30aa\u30ea\u30c6\u30a3\u3001\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30ab\u30c7\u30fc\u30bf\u30af\u30aa\u30ea\u30c6\u30a3\u3001Collibra\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u6a19\u6e96\u3068\u30b9\u30ad\u30fc\u30de\u7ba1\u7406: \u30c7\u30fc\u30bf\u6a19\u6e96\u3068\u30b9\u30ad\u30fc\u30de\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u5f62\u5f0f\u306e\u4e00\u8cab\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf \u30b9\u30ad\u30fc\u30de\u306e\u5b9a\u7fa9\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u9032\u5316\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u6a19\u6e96\u306e\u958b\u767a\u3068\u5b9f\u88c5\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf \u30b9\u30ad\u30fc\u30de\u7ba1\u7406\u304a\u3088\u3073\u30c7\u30fc\u30bf\u6a19\u6e96\u30c4\u30fc\u30eb\u306b\u306f\u3001Apache Avro\u3001\u30d7\u30ed\u30c8\u30b3\u30eb \u30d0\u30c3\u30d5\u30a1\u30fc\u3001JSON \u30b9\u30ad\u30fc\u30de\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u6a5f\u5bc6\u60c5\u5831\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u3067\u30c7\u30fc\u30bf \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u306a\u3069\u3002 \u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Ranger\u3001Sentry\u306a\u3069)\u3068\u30c7\u30fc\u30bf\u4fdd\u8b77\u30c4\u30fc\u30eb(IBM Guardium\u3001Informatica Secure@Source\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u306e\u91cf\u304c\u5897\u3048\u308b\u306b\u3064\u308c\u3066\u3001\u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u9ad8\u3044\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u5206\u6563\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30c6\u30af\u30ce\u30ed\u30b8\u30fc(Cassandra\u3001DynamoDB\u306a\u3069)\u3092\u63a1\u7528\u3057\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30af\u30a8\u30ea\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6226\u7565(\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306a\u3069)\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u691c\u7d22\u3092\u5927\u898f\u6a21\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u53ef\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u3068\u4ed6\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u306e\u7d71\u5408: \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u3092\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u7d71\u5408\u30c7\u30fc\u30bf\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9 (Hadoop \u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0 API\u3001S3 API \u306a\u3069) \u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9 (Apache Hive \u30e1\u30bf\u30b9\u30c8\u30a2\u3001AWS Glue Data Catalog \u306a\u3069) \u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76f8\u4e92\u904b\u7528\u6027\u3068\u67d4\u8edf\u6027\u304c\u5411\u4e0a\u3057\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u306e\u7dad\u6301\u3068\u7ba1\u7406\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 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src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044:\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3ChatGPT<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e1\u3064\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u8cac\u4efb\u304c\u3042\u308a\u307e\u3059\u3002 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\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3001\u6574\u5408\u6027\u3001\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3001\u30c7\u30fc\u30bf\u691c\u8a3c\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u6a19\u6e96\u5316\u306a\u3069\u306e\u624b\u6bb5\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u30c4\u30fc\u30eb\u306b\u306f\u3001Talend Data Quality\u3001Informatica Data Quality\u3001Trifacta\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051: \u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3084\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u3092\u8b58\u5225\u3057\u3066\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6bb5\u3067\u3059\u3002 \u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u306f\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u624b\u6cd5 (\u6a5f\u68b0\u5b66\u7fd2\u3001\u30eb\u30fc\u30eb \u30a8\u30f3\u30b8\u30f3\u306a\u3069) \u307e\u305f\u306f\u4eba\u9593\u306b\u3088\u308b\u30ec\u30d3\u30e5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u3059\u3070\u3084\u304f\u691c\u51fa\u3057\u3066\u4fdd\u8b77\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406: \u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306b\u8a31\u53ef\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u307f\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u91cd\u8981\u306a\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002 \u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5c64\u306f\u3001\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1 (RBAC)\u3001\u5c5e\u6027\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1 (ABAC)\u3001\u30c7\u30fc\u30bf\u3001\u5217\u3001\u884c\u30ec\u30d9\u30eb\u3067\u306e\u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u7ba1\u7406\u306a\u3069\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30e2\u30c7\u30eb\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 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\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u7f6e\u304d\u63db\u3048\u3001\u507d\u88c5\u3001\u307e\u305f\u306f\u524a\u9664\u3057\u3066\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u660e\u304b\u3055\u305a\u306b\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u306f\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u6027\u3068\u30a2\u30af\u30bb\u30b9\u3092\u5236\u5fa1\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306e\u6f0f\u6d29\u3092\u9632\u304e\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30fb\u30de\u30b9\u30ad\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30fb\u30de\u30b9\u30ad\u30f3\u30b0\u30fb\u30c4\u30fc\u30eb\u306b\u306f\u3001IBM Guardium\u3001Informatica Persistent Data Masking\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u76e3\u67fb\u3068\u76e3\u8996: \u76e3\u67fb\u3068\u76e3\u8996\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3001\u4fe1\u983c\u6027\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3001\u30c7\u30fc\u30bf\u64cd\u4f5c\u3001\u30c7\u30fc\u30bf\u5909\u66f4\u306a\u3069\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u76e3\u67fb\u3068\u76e3\u8996\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u53ef\u80fd\u6027\u3092\u7279\u5b9a\u3067\u304d\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8105\u5a01\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u30ea\u30b9\u30af\u3002 \u76e3\u67fb\u3068\u76e3\u8996\u306f\u3001\u30ed\u30b0\u5206\u6790\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u60c5\u5831\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u7ba1\u7406 (SIEM) \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u76e3\u67fb\u304a\u3088\u3073\u76e3\u8996\u30c4\u30fc\u30eb\u306b\u306f\u3001Splunk\u3001ELK Stack (Elasticsearch\u3001Logstash\u3001Kibana)\u3001IBM QRadar \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30c7\u30fc\u30bf\u6697\u53f7\u5316: \u30c7\u30fc\u30bf\u6697\u53f7\u5316\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u306e\u6697\u53f7\u5316(SSL \/ TLS\u306a\u3069)\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u6697\u53f7\u5316(AES\u306a\u3069)\u3001\u304a\u3088\u3073\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ec\u30a4\u30e4\u30fc\u306e\u6697\u53f7\u5316(PHE\u3001PPE\u306a\u3069)\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u306b\u3088\u308a\u3001\u9001\u4fe1\u304a\u3088\u3073\u4fdd\u5b58\u4e2d\u306b\u30c7\u30fc\u30bf\u304c\u76d7\u307e\u308c\u305f\u308a\u6539\u3056\u3093\u3055\u308c\u305f\u308a\u3059\u308b\u306e\u3092\u52b9\u679c\u7684\u306b\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u6697\u53f7\u5316\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u306b\u306f\u3001AWS KMS(Key Management Service)\u3001Azure Storage Service Encryption\u3001Google Cloud KMS\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea:\u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u969c\u5bb3\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30e9\u30fc\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u4fb5\u5bb3\u3084\u30e9\u30f3\u30b5\u30e0\u30a6\u30a7\u30a2\u653b\u6483\u306a\u3069\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a4\u30d9\u30f3\u30c8\u304b\u3089\u8fc5\u901f\u306b\u30ea\u30ab\u30d0\u30ea\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6bb5\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306b\u3088\u308a\u3001\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30c7\u30fc\u30bf\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30c7\u30fc\u30bf\u30ea\u30ab\u30d0\u30ea\u6a5f\u80fd\u304c\u6709\u52b9\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u53ef\u7528\u6027\u3068\u8010\u4e45\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf \u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u304a\u3088\u3073\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea \u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u306b\u306f\u3001AWS Backup\u3001Azure Site Recovery\u3001Google Cloud Storage Transfer Service \u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u7d71\u5408: \u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u3092\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u7d71\u5408\u30c7\u30fc\u30bf \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3001\u30e1\u30bf\u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30b9\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76f8\u4e92\u904b\u7528\u6027\u3068\u67d4\u8edf\u6027\u304c\u5411\u4e0a\u3057\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u8cac\u4efb\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ec\u30a4\u30e4\u30fc\u306e\u7279\u6027\u3068\u8003\u616e\u4e8b\u9805\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u3067\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u4fdd\u8b77\u306e\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u305f\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044:ChatGPT\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u5206\u6790\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30b3\u30a2 \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e 1 \u3064\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u67d4\u8edf\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf \u30af\u30a8\u30ea\u304a\u3088\u3073\u5206\u6790\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u5206\u6790\u30ec\u30a4\u30e4\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u30de\u30a4\u30cb\u30f3\u30b0\u3057\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u3068\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u5206\u6790\u30ec\u30a4\u30e4\u30fc\u306e\u4e3b\u306a\u6a5f\u80fd\u3068\u8003\u616e\u4e8b\u9805\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3: \u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u5206\u6790\u30ec\u30a4\u30e4\u30fc\u306e\u30b3\u30a2 \u30c6\u30af\u30ce\u30ed\u30b8\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf \u30af\u30a8\u30ea\u304a\u3088\u3073\u5206\u6790\u8981\u6c42\u306e\u5b9f\u884c\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30c7\u30fc\u30bf \u30af\u30a8\u30ea\u306b SQL (\u69cb\u9020\u5316\u30af\u30a8\u30ea\u8a00\u8a9e) \u307e\u305f\u306f\u4ed6\u306e\u30af\u30a8\u30ea\u8a00\u8a9e (SPARQL\u3001Gremlin \u306a\u3069) \u3092\u4f7f\u7528\u3067\u304d\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb (\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30e2\u30c7\u30eb\u3001\u30b0\u30e9\u30d5 \u30e2\u30c7\u30eb\u306a\u3069) \u3068\u30c7\u30fc\u30bf\u5f62\u5f0f (CSV\u3001JSON\u3001Parquet \u306a\u3069) \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u306b\u306f\u3001Presto\u3001Apache Hive\u3001Amazon Athena\u3001Google BigQuery\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb: \u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3001\u8996\u899a\u5316\u3001\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306b\u7c21\u5358\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5206\u6790\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf(JDBC\u3001ODBC\u3001API\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3084\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306b\u306f\u3001Tableau\u3001Power BI\u3001Looker\u3001Apache Superset\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db: \u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u6a5f\u80fd\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u96c6\u8a08\u3001\u7279\u5fb4\u62bd\u51fa\u306a\u3069\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u3066\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306f\u3001ETL(\u62bd\u51fa\u3001\u5909\u63db\u3001\u30ed\u30fc\u30c9)\u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Flink\u3001Apache Beam\u306a\u3069)\u3001\u304a\u3088\u3073\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Spark\u3001Hadoop MapReduce\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd: \u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u5206\u985e\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u4e88\u6e2c\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd\u30bf\u30b9\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea(scikit-learn\u3001TensorFlow\u3001PyTorch\u306a\u3069)\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0(Amazon SageMaker\u3001Google Cloud AI Platform\u3001Azure Machine Learning\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 \u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd\u306e\u30bf\u30b9\u30af\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304b\u3089\u5927\u91cf\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3068\u7279\u5fb4\u3092\u53d6\u5f97\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf API \u3068\u30b5\u30fc\u30d3\u30b9: \u30c7\u30fc\u30bf API \u3068\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u306b\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u30ab\u30d7\u30bb\u30eb\u5316\u3067\u3059\u3002 \u30c7\u30fc\u30bf API \u3068\u30b5\u30fc\u30d3\u30b9\u306f\u3001RESTful API\u3001GraphQL \u306a\u3069\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e (Python\u3001Java\u3001JavaScript \u306a\u3069) \u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af (Flask\u3001Django\u3001Spring \u306a\u3069) \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf API \u3068\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30c7\u30fc\u30bf\u4eee\u60f3\u5316:\u30c7\u30fc\u30bf\u4eee\u60f3\u5316\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9(\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306a\u3069)\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u8c61\u5316\u3057\u3066\u7d71\u5408\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u7d71\u4e00\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u304a\u3088\u3073\u30af\u30a8\u30ea\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002 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alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30afChatGPT\u306e\u968e\u5c64\u3092\u8a2d\u8a08\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a2d\u8a08\u306f\u3001\u901a\u5e38\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u7ba1\u7406\u3092\u6539\u5584\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u968e\u5c64\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u5f93\u3044\u307e\u3059\u3002 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\u3053\u306e\u30ec\u30a4\u30e4\u30fc\u306b\u306f\u901a\u5e38\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406(\u30c7\u30fc\u30bf\u691c\u8a3c\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306a\u3069)\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u76e3\u67fb\u3068\u76e3\u8996\u3001\u30c7\u30fc\u30bf\u6697\u53f7\u5316\u3001\u30c7\u30fc\u30bf\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea\u306a\u3069\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30ec\u30a4\u30e4\u30fc\u306f\u3001Apache Ranger\u3001Sentry\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30c4\u30fc\u30eb\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc:\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u3001\u30c7\u30fc\u30bf\u7cfb\u5217\u3001\u30c7\u30fc\u30bf\u7d71\u8a08\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u304a\u3088\u3073\u7dad\u6301\u3059\u308b\u8cac\u4efb\u304c\u3042\u308a\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u7c21\u5358\u306b\u691c\u51fa\u3001\u7406\u89e3\u3001\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u6709\u52b9\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30b9 (<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Apache Hive Metastore\u3001AWS Glue Data Catalog \u306a\u3069) \u3084\u30c7\u30fc\u30bf\u30c7\u30a3\u30ec\u30af\u30c8\u30ea (Amundsen\u3001DataHub \u306a\u3069) \u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc:\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u304a\u3088\u3073\u7ba1\u7406\u3057\u3001\u8907\u6570\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f(CSV\u3001JSON\u3001Parquet\u306a\u3069)\u3068\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0(Snappy\u3001LZ4\u306a\u3069)\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30a2\u30af\u30bb\u30b9\u306e\u8981\u4ef6\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u62e1\u5f35\u6027\u3001\u8010\u4e45\u6027\u3092\u5099\u3048\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0(Hadoop HDFS\u3001Amazon S3\u3001Azure Data Lake Storage\u306a\u3069)\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9(Google Cloud Storage\u3001MinIO\u306a\u3069)\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b9\u30c8\u30ec\u30fc\u30b8(Cassandra\u3001DynamoDB\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c64: \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c64\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u904b\u7528\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u304a\u3088\u3073\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u30ea\u30bd\u30fc\u30b9\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002 \u3053\u306e\u30ec\u30a4\u30e4\u30fc\u306b\u306f\u3001\u901a\u5e38\u3001\u7269\u7406\u30b5\u30fc\u30d0\u30fc\u3001\u4eee\u60f3\u30de\u30b7\u30f3\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3001\u30ed\u30fc\u30c9 \u30d0\u30e9\u30f3\u30b5\u30fc\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u306a\u3069\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c64\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b89\u5b9a\u3057\u305f\u904b\u7528\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u3001\u9ad8\u53ef\u7528\u6027\u3001\u62e1\u5f35\u6027\u3001\u5b89\u5168\u6027\u3092\u5099\u3048\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc(\u30a2\u30de\u30be\u30f3\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3001Google Cloud Platform\u3001Microsoft Azure\u306a\u3069)\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u30c6\u30af\u30ce\u30ed\u30b8\u30fc(OpenStack\u3001Kubernetes\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u968e\u5c64\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a2d\u8a08\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u7ba1\u7406\u3092\u6539\u5584\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002 \u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u9069\u5207\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u3068\u30d3\u30b8\u30cd\u30b9 \u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u3067\u6a5f\u80fd\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30bd\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u307e\u3067\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a2d\u8a08\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fcChatGPT\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30bd\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf \u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u4fdd\u5b58\u3001\u51e6\u7406\u3001\u5206\u6790\u3001\u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u8a73\u7d30\u306a\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9: \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306f\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u30c7\u30fc\u30bf\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3067\u3059\u3002 \u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306f\u591a\u69d8\u3067\u3042\u308a\u3001\u69cb\u9020\u5316\u3001\u534a\u69cb\u9020\u5316\u3001\u307e\u305f\u306f\u975e\u69cb\u9020\u5316\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a4\u30f3\u30b8\u30a7\u30b9\u30c8: \u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u3001\u30bd\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306b\u8ee2\u9001\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u53d6\u5f97\u306f\u3001\u30d0\u30c3\u30c1(\u4f8b\u3048\u3070\u3001\u6bce\u65e5\u307e\u305f\u306f\u6bce\u6642\u5b9f\u884c)\u307e\u305f\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0(\u4f8b\u3048\u3070\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf\u306e\u9023\u7d9a\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0)\u3067\u3042\u308a\u5f97\u308b\u3002 \u30c7\u30fc\u30bf\u96c6\u9332\u306f\u3001ETL\u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Flink\u3001Apache Kafka\u306a\u3069)\u3001\u304a\u3088\u3073\u30ab\u30b9\u30bf\u30e0\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8:\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u4fdd\u5b58\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306f\u901a\u5e38\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u5143\u306e\u5f62\u5f0f\u3068\u69cb\u9020\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002 \u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u306f\u3001\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0(Hadoop HDFS\u3001Amazon S3\u3001Azure Data Lake Storage\u306a\u3069)\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9(Google Cloud Storage\u3001MinIO\u306a\u3069)\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b9\u30c8\u30ec\u30fc\u30b8(Cassandra\u3001DynamoDB\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406:\u30c7\u30fc\u30bf\u51e6\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u751f\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u96c6\u7d04\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u51e6\u7406\u306e\u76ee\u6a19\u306f\u3001\u5f8c\u7d9a\u306e\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u3001\u30af\u30ea\u30fc\u30f3\u3067\u4e00\u8cab\u6027\u306e\u3042\u308b\u8cb4\u91cd\u306a\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u51e6\u7406\u306f\u3001ETL\u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Flink\u3001Apache Beam\u306a\u3069)\u3001\u304a\u3088\u3073\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(Apache Spark\u3001Hadoop MapReduce\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9:\u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u4e0a\u4f4d\u5c64\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3001\u30af\u30a8\u30ea\u3001\u304a\u3088\u3073\u5206\u6790\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9\u30ec\u30a4\u30e4\u30fc\u306b\u306f\u901a\u5e38\u3001\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3(Presto\u3001Apache Hive\u306a\u3069)\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb(Tableau\u3001Power BI\u306a\u3069)\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0(Amazon SageMaker\u3001Google Cloud AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306a\u3069)\u3001\u30c7\u30fc\u30bfAPI\/\u30b5\u30fc\u30d3\u30b9(RESTful API\u3001GraphQL\u306a\u3069)\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30b9 \u30ec\u30a4\u30e4\u30fc\u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb (\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30e2\u30c7\u30eb\u3001\u30b0\u30e9\u30d5 \u30e2\u30c7\u30eb\u306a\u3069) \u3068\u30c7\u30fc\u30bf\u5f62\u5f0f (CSV\u3001JSON\u3001Parquet \u306a\u3069) \u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9: \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306b\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406(\u30c7\u30fc\u30bf\u691c\u8a3c\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306a\u3069)\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u30a2\u30af\u30bb\u30b9\u304c\u542b\u307e\u308c\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u76e3\u67fb\u3068\u76e3\u8996\u3001\u30c7\u30fc\u30bf\u6697\u53f7\u5316\u3001\u30c7\u30fc\u30bf\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30c7\u30a3\u30b6\u30b9\u30bf\u30ea\u30ab\u30d0\u30ea\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u6a5f\u80fd\u3002 \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30ec\u30a4\u30e4\u30fc\u306f\u3001Apache Ranger\u3001Sentry\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30c4\u30fc\u30eb\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406:\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30e1\u30bf\u30c7\u30fc\u30bf(\u30c7\u30fc\u30bf\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u3001\u30c7\u30fc\u30bf\u7cfb\u5217\u3001\u30c7\u30fc\u30bf\u7d71\u8a08\u306a\u3069)\u3092\u7ba1\u7406\u304a\u3088\u3073\u7dad\u6301\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u3092\u3088\u308a\u7c21\u5358\u306b\u691c\u51fa\u3001\u7406\u89e3\u3001\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u6709\u52b9\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9 (Apache Hive \u30e1\u30bf\u30b9\u30c8\u30a2\u3001AWS Glue Data Catalog \u306a\u3069) \u3068\u30c7\u30fc\u30bf\u30c7\u30a3\u30ec\u30af\u30c8\u30ea (Amundsen\u3001DataHub \u306a\u3069) \u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30bd\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u8907\u6570\u306e\u30ea\u30f3\u30af\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u542b\u307e\u308c\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u4fdd\u5b58\u3001\u51e6\u7406\u3001\u5206\u6790\u3001\u30a2\u30af\u30bb\u30b9\u306e\u8981\u4ef6\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u8981\u4ef6\u3092\u5305\u62ec\u7684\u306b\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u304a\u3088\u3073\u5b9f\u88c5\u3059\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u3068\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u3001\u5404\u30ea\u30f3\u30af\u306e\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b89\u5b9a\u3057\u305f\u904b\u7528\u3068\u52b9\u7387\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u306b\u306f\u3001\u7269\u7406\u30b5\u30fc\u30d0\u30fc\u3001\u4eee\u60f3\u30de\u30b7\u30f3\u3001\u30b3\u30f3\u30c6\u30ca\u3001\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u30fc\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u3001\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u542b\u3080\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30ec\u30a4\u30e4\u30fc\u306e\u8a2d\u8a08\u3068\u69cb\u6210\u306b\u3082\u6ce8\u610f\u3092\u6255\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>ChatGPT\u3067\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u8a08\u753b\u30fb\u8a2d\u8a08\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8a08\u753b\u3068\u8a2d\u8a08\u306f\u8907\u96d1\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u8981\u4ef6\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9078\u629e\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3001\u30b3\u30b9\u30c8\u306e\u898b\u7a4d\u3082\u308a\u306a\u3069\u3001\u8907\u6570\u306e\u5074\u9762\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u3088\u308a\u9069\u5207\u306b\u8a08\u753b\u304a\u3088\u3073\u8a2d\u8a08\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u63d0\u6848\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3059\u308b: \u307e\u305a\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u307e\u3059\u3002 \u53ce\u96c6\u3001\u4fdd\u5b58\u3001\u51e6\u7406\u3001\u5206\u6790\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30ba\u306a\u3069\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002 \u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3001\u8907\u96d1\u3055\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u8981\u4ef6\u3082\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u9069\u5207\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b: \u30c7\u30fc\u30bf\u8981\u4ef6\u3068\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u3055\u307e\u3056\u307e\u306a\u30ea\u30f3\u30af\u3068\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0(Hadoop HDFS\u3001Amazon S3\u3001Azure Data Lake Storage\u306a\u3069)\u307e\u305f\u306f\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9(Google Cloud Storage\u3001MinIO\u306a\u3069)\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066 Apache Spark \u3084 Flink \u306a\u3069\u306e\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3057\u307e\u3059\u3002 Presto \u3084 Apache Hive \u306a\u3069\u306e\u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u3092\u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30b9 \u30ec\u30a4\u30e4\u30fc\u3068\u3057\u3066\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u968e\u5c64\u3092\u8a2d\u8a08\u3059\u308b: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a2d\u8a08\u306e\u968e\u5c64\u3067\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u751f\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\u3001\u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9\u30ec\u30a4\u30e4\u30fc\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30ec\u30a4\u30e4\u30fc\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30ec\u30a4\u30e4\u30fc\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304a\u3088\u3073\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30ec\u30a4\u30e4\u30fc\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u5404\u30ec\u30a4\u30e4\u30fc\u306b\u9069\u5207\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9078\u629e\u3057\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3068\u305d\u308c\u3089\u306e\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u53d6\u5f97\u6226\u7565\u3092\u6c7a\u5b9a\u3059\u308b: \u30c7\u30fc\u30bf\u62bd\u51fa\u3001\u9001\u4fe1\u3001\u30ed\u30fc\u30c9\u306e\u65b9\u6cd5\u306a\u3069\u3001\u30bd\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u6226\u7565\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002 \u30d0\u30c3\u30c1\u307e\u305f\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3067\u306e\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u3068\u524a\u9664\u306e\u51e6\u7406\u65b9\u6cd5\u306a\u3069\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 ETL \u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af (Apache Flink\u3001Apache Kafka \u306a\u3069) \u306a\u3069\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u30c4\u30fc\u30eb\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u6226\u7565\u3092\u8a2d\u8a08\u3059\u308b: \u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u6226\u7565\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u76e3\u67fb\u3068\u76e3\u8996\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u304a\u3088\u3073\u707d\u5bb3\u5fa9\u65e7\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u683c\u7d0d\u3001\u30af\u30a8\u30ea\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u6226\u7565\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8003\u616e\u3059\u308b: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u8a2d\u8a08\u3059\u308b\u3068\u304d\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u30a2\u30af\u30a2\u3092\u9078\u629e<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30d5\u30e9\u30c3\u30c8\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u91cf\u3068\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u306e\u30cb\u30fc\u30ba\u306e\u5897\u52a0\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u67d4\u8edf\u306b\u8abf\u6574\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3001\u304a\u3088\u3073\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f (Parquet\u3001ORC \u306a\u3069) \u3068\u30c7\u30fc\u30bf \u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u6226\u7565\u304c\u6700\u9069\u5316\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u5206\u6790\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u8a08\u753b\u3059\u308b: Data Lake \u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u8a08\u753b\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u7269\u7406\u30b5\u30fc\u30d0\u30fc\u3001\u4eee\u60f3\u30de\u30b7\u30f3\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3001\u30ed\u30fc\u30c9 \u30d0\u30e9\u30f3\u30b5\u30fc\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u306a\u3069\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u9078\u629e\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5c64\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c64\u304c\u9ad8\u53ef\u7528\u6027\u3001\u62e1\u5f35\u6027\u3001\u5b89\u5168\u6027\u3092\u5099\u3048\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b89\u5b9a\u3057\u305f\u904b\u7528\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 \u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc(Amazon Web Services\u3001Google Cloud Platform\u3001Microsoft Azure\u306a\u3069)\u307e\u305f\u306f\u81ea\u793e\u69cb\u7bc9\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc(OpenStack\u3001Kubernetes\u306a\u3069)\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6226\u7565\u3092\u8a2d\u8a08\u3059\u308b: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3057\u3001\u9069\u5207\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30dd\u30ea\u30b7\u30fc\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u6697\u53f7\u5316(\u30c8\u30e9\u30f3\u30b9\u30dd\u30fc\u30c8\u5c64\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306a\u3069)\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406(\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u5c5e\u6027\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306a\u3069)\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0(\u52d5\u7684\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u9759\u7684\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u306a\u3069)\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u67fb\u3068\u76e3\u8996(\u30ed\u30b0\u76e3\u67fb\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u306a\u3069)\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u63a8\u5b9a\u30b3\u30b9\u30c8\u3068\u30ea\u30bd\u30fc\u30b9: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8a2d\u8a08\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u69cb\u7bc9\u30b3\u30b9\u30c8\u3068\u904b\u7528\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u4eba\u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308b\u3068\u304d\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30cb\u30fc\u30ba\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u968e\u5c64\u5316\u3001\u30c7\u30fc\u30bf\u5727\u7e2e\u3001\u30c7\u30fc\u30bf\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u306a\u3069\u306e\u53ef\u80fd\u306a\u30b3\u30b9\u30c8\u6700\u9069\u5316\u6226\u7565\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3068\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3059\u308b: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8a2d\u8a08\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3068\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6bb5\u968e\u7684\u306a\u76ee\u7684\u3001\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u3001\u6210\u679c\u7269\u3001\u304a\u3088\u3073\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ea\u30b9\u30af\u3068\u5bfe\u7b56\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8a08\u753b\u3068\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u304c\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u6226\u7565\u76ee\u6a19\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8a08\u753b\u3068\u8a2d\u8a08\u306f\u3001\u30c7\u30fc\u30bf\u8981\u4ef6\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9078\u629e\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3001\u304a\u3088\u3073\u30b3\u30b9\u30c8\u898b\u7a4d\u3082\u308a\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5305\u62ec\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002 \u4e0a\u8a18\u306e\u63a8\u5968\u4e8b\u9805\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3092\u6e80\u305f\u3059\u3088\u3046\u306b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u3088\u308a\u9069\u5207\u306b\u8a08\u753b\u304a\u3088\u3073\u8a2d\u8a08\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30bf\u30fc\u30b2\u30c3\u30c8\u3002 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\u30a2\u30af\u30bb\u30b9\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u7d99\u7d9a\u7684\u306a\u6539\u5584: \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u7d99\u7d9a\u7684\u306a\u904b\u7528\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30dd\u30ea\u30b7\u30fc\u3001\u304a\u3088\u3073\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30dd\u30ea\u30b7\u30fc\u306f\u3001\u5b9a\u671f\u7684\u306b\u8a55\u4fa1\u304a\u3088\u3073\u6539\u5584\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3068\u30af\u30ec\u30f3\u30b8\u30f3\u30b0 \u30eb\u30fc\u30eb\u306e\u5c0e\u5165\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u30dd\u30ea\u30b7\u30fc\u306e\u6700\u9069\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u7ba1\u7406\u30dd\u30ea\u30b7\u30fc\u306e\u8abf\u6574\u306a\u3069\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8: \u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u3088\u308a\u6709\u52b9\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4f7f\u7528\u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4f5c\u6210\u3068\u4fdd\u5b88\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30fc\u30b9\u3068\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u5b9f\u65bd\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u30b5\u30dd\u30fc\u30c8\u306e\u63d0\u4f9b\u3068\u8cea\u554f\u3078\u306e\u56de\u7b54\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u63d0\u6848\u3092\u53ce\u96c6\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6a5f\u80fd\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4ed6\u306e\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u3084\u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408:\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u4f01\u696d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0(\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001BI\u30b7\u30b9\u30c6\u30e0\u306a\u3069)\u3084\u30c4\u30fc\u30eb(\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u8996\u899a\u5316\u306a\u3069)\u3068\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u4ed6\u306e\u30b7\u30b9\u30c6\u30e0\u9593\u3067\u76f8\u4e92\u904b\u7528\u304a\u3088\u3073\u30c7\u30fc\u30bf\u3092\u5171\u6709\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u304a\u3088\u3073\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u6226\u7565\u306e\u8a55\u4fa1\u3068\u8abf\u6574: \u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u74b0\u5883\u306e\u5909\u5316\u306b\u5fdc\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6226\u7565\u7684\u76ee\u6a19\u3068\u8a2d\u8a08\u539f\u5247\u3092\u5b9a\u671f\u7684\u306b\u8a55\u4fa1\u304a\u3088\u3073\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u578b\u306e\u5c0e\u5165\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u306e\u8981\u4ef6\u306e\u8abf\u6574\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u9078\u629e\u3068\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u306e\u6700\u9069\u5316\u306a\u3069\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u63a8\u5968\u4e8b\u9805\u3068\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u8a08\u753b\u3001\u8a2d\u8a08\u3001\u5b9f\u88c5\u3001\u904b\u7528\u3092\u6539\u5584\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306e\u76ee\u6a19\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u9032\u5316\u3068\u9769\u65b0\u3092\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6a5f\u80fd\u3092\u7d99\u7d9a\u7684\u306b\u6700\u9069\u5316\u304a\u3088\u3073\u6539\u5584\u3059\u308b\u305f\u3081\u306b\u3001\u65b0\u3057\u3044\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u30c8\u30ec\u30f3\u30c9\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u3082\u6ce8\u610f\u3092\u6255\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u6280\u8853\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0ChatGPT\u304c\u9078\u629e\u3057\u305f\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u3068\u304d\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u3001\u30b3\u30b9\u30c8\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306a\u3069\u306e\u8981\u7d20\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u3053\u3053\u3067\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u30af\u30a8\u30ea\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u30ab\u30d0\u30fc\u3059\u308b\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30c4\u30fc\u30eb\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u5c64:\n<ul class=\"wp-block-list\">\n<li>Hadoop HDFS: \u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3067\u304d\u308b\u5206\u6563\u30d5\u30a1\u30a4\u30eb \u30b7\u30b9\u30c6\u30e0\u3002<\/li>\n\n\n\n<li>Amazon S3: \u30a2\u30de\u30be\u30f3 \u30a6\u30a7\u30d6 \u30b5\u30fc\u30d3\u30b9 (AWS) \u304c\u63d0\u4f9b\u3059\u308b\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304a\u3088\u3073\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u304a\u3088\u3073\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n\n\n\n<li>Azure Data Lake Storage: Microsoft Azure \u304c\u63d0\u4f9b\u3059\u308b\u3001\u62e1\u5f35\u6027\u3068\u5b89\u5168\u6027\u306b\u512a\u308c\u305f\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b9\u30c8\u30ec\u30fc\u30b8 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/li>\n\n\n\n<li>Google Cloud Storage:Google Cloud Platform(GCP)\u304c\u63d0\u4f9b\u3059\u308b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n\n\n\n<li>MinIO: Amazon S3 API \u3068\u4e92\u63db\u6027\u306e\u3042\u308b\u9ad8\u6027\u80fd\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7d71\u5408:\n<ul class=\"wp-block-list\">\n<li>Apache Spark: \u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n\n\n\n<li>Apache Flink: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u5206\u6563\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n\n\n\n<li>Apache Kafka: \u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u7d71\u5408\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306e\u305f\u3081\u306e\u5206\u6563\u578b\u30a4\u30d9\u30f3\u30c8\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>Apache NiFi: \u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u30d7\u30ed\u30bb\u30b9\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u5206\u6790:\n<ul class=\"wp-block-list\">\n<li>Apache Hive: SQL \u30af\u30a8\u30ea\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b Hadoop \u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3002<\/li>\n\n\n\n<li>Presto: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30bf\u30b9\u30af\u7528\u306e\u5206\u6563 SQL \u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n\n\n\n<li>Apache Impala: Hadoop \u3068 Parquet \u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u9ad8\u6027\u80fd\u306a\u5206\u6563 SQL \u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3002<\/li>\n\n\n\n<li>Amazon Athena: Amazon S3 \u3067\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3067\u304d\u308b AWS \u306e\u30d7\u30ec\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30af\u30a8\u30ea\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406:\n<ul class=\"wp-block-list\">\n<li>Apache Atlas: Hadoop \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5411\u3051\u306e\u62e1\u5f35\u53ef\u80fd\u306a\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>AWS Glue \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3001AWS \u304c\u63d0\u4f9b\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n\n\n\n<li>Google Cloud Data Catalog: GCP \u304c\u63d0\u4f9b\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Azure Purview Data Catalog: Microsoft Azure \u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:\n<ul class=\"wp-block-list\">\n<li>Apache Ranger: \u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304a\u3088\u3073\u76e3\u67fb\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b Hadoop \u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304a\u3088\u3073\u6a29\u9650\u7ba1\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/li>\n\n\n\n<li>AWS Lake Formation: \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308bAWS\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u304a\u3088\u3073\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n\n\n\n<li>Google Cloud \u30c7\u30fc\u30bf\u640d\u5931\u9632\u6b62: GCP \u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf \u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c7\u30fc\u30bf \u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Azure Purview Data Map<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>: Microsoft Azure \u306f\u3001\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u3001\u7406\u89e3\u3001\u7ba1\u7406\u306b\u5f79\u7acb\u3064\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30b5\u30fc\u30d3\u30b9:\n<ul class=\"wp-block-list\">\n<li>Databricks: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u306a\u304c\u3089\u3001Apache Spark \u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u7d71\u5408\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>Cloudera \u30c7\u30fc\u30bf \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8 (Hadoop\u3001Spark\u3001Hive \u306a\u3069) \u3092\u5099\u3048\u305f\u7d71\u5408\u30c7\u30fc\u30bf \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3002<\/li>\n\n\n\n<li>Amazon EMR: AWS \u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u306e\u69cb\u7bc9\u3068\u5b9f\u884c\u3092\u5bb9\u6613\u306b\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9 Hadoop \u304a\u3088\u3073 Spark \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google Dataproc: GCP \u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u30db\u30b9\u30c8\u578b Hadoop \u304a\u3088\u3073 Spark \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Azure HDInsight: Microsoft Azure \u306e\u30de\u30cd\u30fc\u30b8\u30c9 Hadoop \u30b5\u30fc\u30d3\u30b9\u3068 Spark \u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30c4\u30fc\u30eb:\n<ul class=\"wp-block-list\">\n<li>Delta Lake: Apache Spark \u306b\u57fa\u3065\u304f\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30b9\u30c8\u30ec\u30fc\u30b8 \u30ec\u30a4\u30e4\u30fc\u3067\u3001ACID \u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Iceberg: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b7\u30ca\u30ea\u30aa\u306b\u5bfe\u3057\u3066\u9ad8\u901f\u306a\u30af\u30a8\u30ea\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u540c\u6642\u66f8\u304d\u8fbc\u307f\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u8868\u5f62\u5f0f\u3002<\/li>\n\n\n\n<li>Hudi: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b7\u30ca\u30ea\u30aa\u5411\u3051\u306b\u3001\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8 \u30ec\u30a4\u30e4\u30fc\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u3067\u3055\u307e\u3056\u307e\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002 \u9078\u629e\u3059\u308b\u3068\u304d\u306f\u3001\u9069\u5207\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u3001\u6280\u8853\u7684\u80cc\u666f\u3001\u304a\u3088\u3073\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04\u3092\u5b8c\u5168\u306b\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u4e92\u63db\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u8003\u616e\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b89\u5b9a\u3057\u305f\u904b\u7528\u3068\u6301\u7d9a\u53ef\u80fd\u306a\u958b\u767a\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u6280\u8853\u306e\u9078\u629e\u3068\u6bd4\u8f03\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0ChatGPT\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9078\u629e\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3059\u308b\u5834\u5408\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u9593\u3067\u6a5f\u80fd\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b3\u30b9\u30c8\u3001\u4e92\u63db\u6027\u306a\u3069\u306e\u8981\u56e0\u3092\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u53c2\u8003\u3068\u6bd4\u8f03\u306e\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30b9\u30da\u30fc\u30b9\u306b\u3042\u308b3\u3064\u306e\u4e3b\u8981\u306a\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc(\u30a2\u30de\u30be\u30f3\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3001Microsoft Azure\u3001Google Cloud Platform)\u306e\u4e3b\u8981\u306a\u30b5\u30fc\u30d3\u30b9\u3068\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a2\u30de\u30be\u30f3 \u30a6\u30a7\u30d6 \u30b5\u30fc\u30d3\u30b9 (AWS):\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8: Amazon S3 \u306f\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u304a\u3088\u3073\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406: Amazon EMR \u306f\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e Hadoop \u304a\u3088\u3073 Spark \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30af\u30a8\u30ea: Amazon Athena \u306f\u3001\u30d7\u30ec\u30b9\u30c8\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30af\u30a8\u30ea\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001Amazon S3 \u3067\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406: AWS Glue \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0 \u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9: AWS Lake Formation \u306f\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u69cb\u7bc9\u304a\u3088\u3073\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Microsoft Azure:\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8: Azure Data Lake Storage \u306f\u3001\u62e1\u5f35\u6027\u3068\u5b89\u5168\u6027\u306b\u512a\u308c\u305f\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b9\u30c8\u30ec\u30fc\u30b8 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406: Azure HDInsight \u306b\u306f\u30de\u30cd\u30fc\u30b8\u30c9 Hadoop \u30b5\u30fc\u30d3\u30b9\u3068 Spark \u30b5\u30fc\u30d3\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30af\u30a8\u30ea: Azure Synapse Analytics \u3067\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u30af\u30a8\u30ea\u6a5f\u80fd\u304c\u7d71\u5408\u3055\u308c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u5206\u6790\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406: \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u3001Azure Purview \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u306f\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9: Azure Purview \u30c7\u30fc\u30bf \u30de\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u3001\u7406\u89e3\u3001\u7ba1\u7406\u306b\u5f79\u7acb\u3064\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Google Cloud Platform (GCP):\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8: Google Cloud Storage \u306f\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30b9\u30c8\u30ec\u30fc\u30b8 \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406: Google Dataproc \u306f\u30db\u30b9\u30c8\u578b\u306e Hadoop \u304a\u3088\u3073 Spark \u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30af\u30a8\u30ea: Google BigQuery \u306f\u3001\u30af\u30e9\u30a6\u30c9 \u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3059\u308b\u9ad8\u6027\u80fd\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406: \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u3001Google Cloud Data Catalog \u306f\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9: Google Cloud \u30c7\u30fc\u30bf\u640d\u5931\u9632\u6b62\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6bd4\u8f03\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u8981\u7d20\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a5f\u80fd\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: \u9078\u629e\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30b9\u30c8: \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u306e\u4fa1\u683c\u30e2\u30c7\u30eb\u3068\u30b3\u30b9\u30c8 (\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u306a\u3069\u306e\u6599\u91d1\u3092\u542b\u3080) \u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e92\u63db\u6027:\u9078\u629e\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3053\u306e\u4f1a\u8a71\u3067\u4f7f\u7528\u3055\u308c\u305f\u4ee5\u524d\u306e\u30e2\u30c7\u30eb\u306f\u4f7f\u7528\u3067\u304d\u307e\u305b\u3093\u3002\u6700\u65b0\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u30e2\u30c7\u30eb\u306b\u5207\u308a\u66ff\u3048\u307e\u3057\u305f\u30c1\u30e3\u30c3\u30c8GPT<\/p>\n\n\n\n<p>\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30b9\u30bf\u30c3\u30af\u306b\u306f\u4e92\u63db\u6027\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u7d71\u5408\u3057\u3066\u79fb\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: \u9078\u629e\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u898f\u5236\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u305f\u3081\u306e\u9069\u5207\u306a\u30c7\u30fc\u30bf \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u7b56\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u3068\u76e3\u8996: \u9078\u629e\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6b63\u5e38\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u7ba1\u7406\u3068\u76e3\u8996\u304c\u5bb9\u6613\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6a5f\u80fd\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b3\u30b9\u30c8\u3001\u4e92\u63db\u6027\u306a\u3069\u306e\u8981\u56e0\u3001\u304a\u3088\u3073\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u304f\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30cb\u30fc\u30ba\u3068\u30b7\u30ca\u30ea\u30aa\u3092\u6e80\u305f\u3059\u3053\u3068\u3082\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>ChatGPT\u306e\u9078\u629e\u306b\u3064\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6bd4\u8f03\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9078\u629e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u307e\u305f\u306f\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002 2 \u3064\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6bd4\u8f03\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3:\n<ul class=\"wp-block-list\">\n<li>\u4fa1\u5024\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7121\u6599:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30b3\u30fc\u30c9\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u8868\u793a\u3001\u5909\u66f4\u3001\u304a\u3088\u3073\u914d\u5e03\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u306f\u3001\u8ca2\u732e\u8005\u3084\u30b5\u30dd\u30fc\u30bf\u30fc\u304b\u3089\u52a9\u3051\u3084\u30a2\u30c9\u30d0\u30a4\u30b9\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5927\u898f\u6a21\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u67d4\u8edf\u6027:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u3088\u308a\u67d4\u8edf\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u3067\u3042\u308a\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u5909\u66f4\u304a\u3088\u3073\u69cb\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30b9\u30c8:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u7121\u6599\u3067\u4f7f\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u77ed\u6240\uff1a\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u3044\u6280\u8853\u8981\u4ef6:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u6280\u8853\u7684\u306a\u77e5\u8b58\u3068\u7d4c\u9a13\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u305d\u3046\u3057\u306a\u3044\u3068\u3001\u69cb\u6210\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u8ab2\u984c\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u591a\u304f\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e92\u63db\u6027:\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u983b\u7e41\u306b\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e92\u63db\u6027\u306b\u306f\u3001\u3088\u308a\u591a\u304f\u306e\u6ce8\u610f\u3068\u30c6\u30b9\u30c8\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30d3\u30b8\u30cd\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3:\n<ul class=\"wp-block-list\">\n<li>\u4fa1\u5024\uff1a\n<ul class=\"wp-block-list\">\n<li>\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8:\u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u901a\u5e38\u3001\u305d\u306e\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u5c02\u9580\u7684\u306a\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3:\u30d3\u30b8\u30cd\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306e\u512a\u308c\u305f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u4fe1\u983c\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027:\u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u305d\u306e\u4fe1\u983c\u6027\u3068\u5b89\u5b9a\u6027\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u30c6\u30b9\u30c8\u304a\u3088\u3073\u691c\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u3044\u3084\u3059\u3055: \u591a\u304f\u306e\u5834\u5408\u3001\u30d3\u30b8\u30cd\u30b9 \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u4f7f\u3044\u3084\u3059\u304f\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3068\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u77ed\u6240\uff1a\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30b9\u30c8:\u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u4f7f\u7528\u306b\u306f\u901a\u5e38\u3001\u652f\u6255\u3044\u3068\u9ad8\u30b3\u30b9\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5236\u9650\u7684:\u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u3084\u4f7f\u7528\u5236\u9650\u306a\u3069\u306e\u5236\u9650\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u7531\u306b\u5909\u66f4\u304a\u3088\u3073\u914d\u5e03\u3067\u304d\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f9d\u5b58\u95a2\u4fc2: \u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u4ed6\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u4f9d\u5b58\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u3088\u308a\u591a\u304f\u306e\u7d71\u5408\u3068\u69cb\u6210\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u307e\u305f\u306f\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9078\u629e\u306f\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u3068\u5236\u9650\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 \u5341\u5206\u306a\u6280\u8853\u7684\u77e5\u8b58\u3068\u30ea\u30bd\u30fc\u30b9\u304c\u3042\u308a\u3001\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3092\u9ad8\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002 \u3088\u308a\u9ad8\u3044\u4fe1\u983c\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u5fc5\u8981\u3067\u3001\u3088\u308a\u9ad8\u3044\u30b3\u30b9\u30c8\u3092\u652f\u6255\u3046\u610f\u601d\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u691c\u8a0e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3068\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8a08\u753b\u3068\u4e88\u7b97\u7de8\u6210ChatGPT\u306e\u5c55\u958b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3068\u5c55\u958b\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3068\u4e88\u7b97\u5185\u3067\u306e\u5b8c\u4e86\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u5305\u62ec\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3068\u4e88\u7b97\u7de8\u6210\u304c\u5fc5\u8981\u3067\u3059\u3002 \u91cd\u8981\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3092\u5b9a\u7fa9\u3059\u308b: \u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3068\u3001\u8a08\u753b\u3068\u4e88\u7b97\u7de8\u6210\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76ee\u6a19\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3059\u308b: \u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u30cb\u30fc\u30ba\u3068\u65e2\u5b58\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u8a55\u4fa1\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30b9\u30c8\u3092\u8a55\u4fa1\u3059\u308b: \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u4eba\u4ef6\u8cbb\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u69cb\u7bc9\u3068\u4fdd\u5b88\u306e\u30b3\u30b9\u30c8\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b5\u30a4\u30ba\u3092\u6c7a\u5b9a\u3059\u308b: \u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u5bb9\u91cf\u3001\u5e2f\u57df\u5e45\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u63a5\u7d9a\u306e\u8981\u4ef6\u306a\u3069\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b5\u30a4\u30ba\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3092\u4f5c\u6210\u3059\u308b: \u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u3001\u30de\u30a4\u30eb\u30b9\u30c8\u30fc\u30f3\u3001\u62c5\u5f53\u8005\u306a\u3069\u306e\u60c5\u5831\u3092\u542b\u3080\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3001\u6280\u8853\u7684\u30cb\u30fc\u30ba\u3001\u30b3\u30b9\u30c8\u3001\u304a\u3088\u3073\u898f\u6a21\u306b\u57fa\u3065\u3044\u3066\u3001\u8a73\u7d30\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c1\u30fc\u30e0\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3059\u308b: \u958b\u767a\u8005\u3001\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u306a\u3069\u3001\u5fc5\u8981\u306a\u30c1\u30fc\u30e0\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30b9\u30af\u7ba1\u7406\u8a08\u753b\u3092\u4f5c\u6210\u3059\u308b: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30ea\u30b9\u30af\u3092\u7279\u5b9a\u3057\u3066\u8a55\u4fa1\u3057\u3001\u6f5c\u5728\u7684\u306a\u5f71\u97ff\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306e\u30ea\u30b9\u30af\u7ba1\u7406\u8a08\u753b\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u7684\u306a\u76e3\u8996\u3068\u8a55\u4fa1:\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u6357\u72b6\u6cc1\u3068\u30b3\u30b9\u30c8\u3092\u5b9a\u671f\u7684\u306b\u76e3\u8996\u304a\u3088\u3073\u8a55\u4fa1\u3057\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u4e88\u7b97\u3068\u6642\u9593\u67a0\u5185\u3067\u5b8c\u4e86\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8a08\u753b\u3068\u4e88\u7b97\u7de8\u6210\u3067\u306f\u3001\u6b21\u306e\u8981\u56e0\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc: \u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u6280\u8853\u7684\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u9078\u629e\u3057\u3001\u30b3\u30b9\u30c8\u3084\u4e92\u63db\u6027\u306a\u3069\u306e\u8981\u56e0\u306b\u57fa\u3065\u3044\u3066\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30b5\u30a4\u30ba: \u9069\u5207\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b5\u30a4\u30ba\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u306a\u3069\u306e\u8981\u4ef6\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u6a5f\u80fd\u306a\u3069\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306b\u9069\u5207\u306a\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eba\u4e8b: \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306a\u3069\u3001\u9069\u5207\u306a\u4eba\u6750\u3092\u63a1\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u88c5\u3068\u904b\u7528\u3092\u78ba\u5b9f\u306b\u6210\u529f\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u306e\u30b3\u30b9\u30c8\u3068\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u8003\u616e\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u5f15\u304d\u7d9a\u304d\u904b\u7528\u3055\u308c\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8a08\u753b\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306a\u3069\u306e\u60c5\u5831\u3092\u7ba1\u7406\u3059\u308b\u9069\u5207\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8: \u30e6\u30fc\u30b6\u30fc\u3068\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3001Data Lake \u3092\u9069\u5207\u306b\u4f7f\u7528\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8cbb\u7528\u4fbf\u76ca\u5206\u6790: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u5bfe\u3059\u308b\u4fa1\u5024\u3068\u8ca2\u732e\u5ea6\u3092\u5224\u65ad\u3057\u3001\u8cbb\u7528\u4fbf\u76ca\u5206\u6790\u3092\u5b9f\u65bd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3068\u5c55\u958b\u306e\u30b3\u30b9\u30c8\u3068\u30e1\u30ea\u30c3\u30c8\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8a08\u753b\u304a\u3088\u3073\u4e88\u7b97\u7de8\u6210\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u30b3\u30b9\u30c8\u3068\u4e88\u7b97\u306b\u95a2\u3059\u308b\u8003\u616e\u4e8b\u9805\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30b3\u30b9\u30c8: \u30b5\u30fc\u30d0\u30fc\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30c7\u30d0\u30a4\u30b9\u306e\u30b3\u30b9\u30c8\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u95a2\u9023\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eba\u4ef6\u8cbb: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3001\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306a\u3069\u306e\u62c5\u5f53\u8005\u306e\u7d66\u4e0e\u3001\u798f\u5229\u539a\u751f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30b3\u30b9\u30c8: \u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306e\u30b3\u30b9\u30c8\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u306e\u79fb\u884c\u3068\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u30b3\u30b9\u30c8: \u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u30b3\u30b9\u30c8\u3001\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c6\u30b9\u30c8\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30b3\u30b9\u30c8: \u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u4ed6\u306e\u30b3\u30b9\u30c8: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u306e\u30b3\u30b9\u30c8\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8a08\u753b\u304a\u3088\u3073\u4e88\u7b97\u7de8\u6210\u3059\u308b\u3068\u304d\u306f\u3001\u30b3\u30b9\u30c8\u3068\u30e1\u30ea\u30c3\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u616e\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u5bfe\u3059\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4fa1\u5024\u3068\u8ca2\u732e\u304c\u30b3\u30b9\u30c8\u3092\u4e0a\u56de\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u3059\u3002 \u6f5c\u5728\u7684\u306a\u5f71\u97ff\u3068\u640d\u5931\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u30ea\u30b9\u30af\u8a55\u4fa1\u3068\u7ba1\u7406\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5c0e\u5165\u6226\u7565ChatGPT\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5c0e\u5165\u3068\u5c55\u958b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b5\u30a4\u30ba\u3001\u30c7\u30fc\u30bf\u306e\u30bd\u30fc\u30b9\u3068\u76ee\u7684\u3001\u4e88\u7b97\u3001\u30ea\u30bd\u30fc\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u8981\u56e0\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u306e\u4e00\u822c\u7684\u306a\u7a2e\u985e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e00\u5143\u5316\u3055\u308c\u305f\u30c7\u30d7\u30ed\u30a4: \u4e00\u5143\u5316\u3055\u308c\u305f\u30c7\u30d7\u30ed\u30a4\u306f\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092 1 \u3064\u306e\u4e2d\u592e\u306e\u5834\u6240\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3067\u3059\u3002 \u3053\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u306f\u3001\u901a\u5e38\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u6570\u304c\u5c11\u306a\u3044\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002 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\u3053\u306e\u5c55\u958b\u306b\u3088\u308a\u3001\u4fe1\u983c\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u5411\u4e0a\u3057\u307e\u3059\u304c\u3001\u3088\u308a\u591a\u304f\u306e\u7ba1\u7406\u3068\u4fdd\u5b88\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5c55\u958b: \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5c55\u958b\u306f\u3001\u96c6\u4e2d\u578b\u5c55\u958b\u3068\u5206\u6563\u5c55\u958b\u306a\u3069\u3001\u8907\u6570\u306e\u5834\u6240\u306b\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u5206\u6563\u3059\u308b\u5c55\u958b\u6226\u7565\u3067\u3059\u3002 \u3053\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u306f\u3001\u901a\u5e38\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u76ee\u7684\u3092\u6301\u3064\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u5c55\u958b\u306f\u3001\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u67d4\u8edf\u306b\u69cb\u6210\u3067\u304d\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u5c55\u958b: \u30af\u30e9\u30a6\u30c9\u5c55\u958b\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u5c55\u958b\u6226\u7565\u3067\u3059\u3002 \u30af\u30e9\u30a6\u30c9\u5c55\u958b\u306f\u3001\u5c55\u958b\u3068\u7ba1\u7406\u3092\u7c21\u7d20\u5316\u3059\u308b\u5f37\u529b\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u304a\u3088\u3073\u30b9\u30b1\u30fc\u30eb\u30c0\u30a6\u30f3\u3067\u304d\u307e\u3059\u3002 \u30af\u30e9\u30a6\u30c9\u5c55\u958b\u306f\u30b3\u30b9\u30c8\u3092\u7bc0\u7d04\u3057\u3001\u4fe1\u983c\u6027\u3068\u53ef\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u5c55\u958b: \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u5c55\u958b\u306f\u3001\u8907\u6570\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u5c55\u958b\u6226\u7565\u3067\u3059\u3002 \u3053\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3067\u306f\u3001\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u53ef\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30e9\u30a6\u30c9\u306e\u30c7\u30d7\u30ed\u30a4\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b89\u5b9a\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u306e\u7d71\u5408\u3068\u4e92\u63db\u6027\u306e\u554f\u984c\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3092\u9078\u629e\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u8981\u56e0\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u76ee\u7684: \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u76ee\u7684\u306e\u7279\u6027\u306b\u57fa\u3065\u3044\u3066\u3001\u6700\u3082\u9069\u5207\u306a\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30b5\u30a4\u30ba: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30b5\u30a4\u30ba\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u306a\u3069\u306e\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u30c7\u30d7\u30ed\u30a4\u3092\u9078\u629e\u3057\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u5341\u5206\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u51e6\u7406\u80fd\u529b\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306e\u30dd\u30ea\u30b7\u30fc\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u4e88\u7b97\u3068\u30ea\u30bd\u30fc\u30b9: \u4e88\u7b97\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04\u3092\u8003\u616e\u3057\u3001\u6700\u9069\u306a\u5c55\u958b\u6226\u7565\u3092\u9078\u629e\u3057\u3066\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u3092\u6700\u5927\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u8981\u4ef6\u3092\u691c\u8a0e\u3057\u3001\u6700\u3082\u9069\u5207\u306a\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3092\u9078\u629e\u3057\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u6a5f\u5bc6\u6027\u3001\u6574\u5408\u6027\u3001\u53ef\u7528\u6027\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u8b1b\u3058\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u3068\u4fdd\u5b88: \u7ba1\u7406\u3068\u4fdd\u5b88\u306e\u8907\u96d1\u3055\u3092\u8003\u616e\u3057\u3001\u6700\u9069\u306a\u5c55\u958b\u6226\u7565\u3092\u9078\u629e\u3057\u3066\u3001\u7ba1\u7406\u3068\u4fdd\u5b88\u306e\u52b9\u7387\u3092\u6700\u5927\u9650\u306b\u9ad8\u3081\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u3059\u308b: \u9078\u629e\u3057\u305f\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3068\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306a\u3069\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u306e\u9078\u629e\u3068\u69cb\u6210: \u30b9\u30c8\u30ec\u30fc\u30b8\u30a8\u30f3\u30b8\u30f3\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u306a\u3069\u306e\u6a5f\u80fd\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u629e\u3057\u3066\u69cb\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3092\u69cb\u6210\u3059\u308b: \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u30c7\u30fc\u30bf\u3092\u53d7\u4fe1\u3057\u3066\u4fdd\u5b58\u3057\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u9069\u5207\u306b\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5b9f\u88c5\u3059\u308b: \u30c7\u30fc\u30bf\u5206\u985e\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306e\u6a5f\u80fd\u306a\u3069\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30b9\u30c8\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u3092\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8abf\u6574\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8: \u30e6\u30fc\u30b6\u30fc\u3068\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3001Data Lake \u3092\u9069\u5207\u306b\u4f7f\u7528\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u66f4\u65b0: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u53ef\u7528\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u66f4\u65b0\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u4fee\u6b63\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u542b\u3081\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3092\u5b9a\u671f\u7684\u306b\u4fdd\u5b88\u304a\u3088\u3073\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30c7\u30d7\u30ed\u30a4\u6226\u7565\u3092\u5b9f\u88c5\u3059\u308b\u3068\u304d\u306f\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u304c\u9069\u5207\u306b\u8a08\u753b\u304a\u3088\u3073\u6e96\u5099\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u4e88\u7b97\u306e\u5f71\u97ff\u3092\u8003\u616e\u3057\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u6210\u529f\u3057\u3001\u4e88\u7b97\u5185\u3067\u5b8c\u4e86\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068\u904b\u7528\u3068\u4fdd\u5b88ChatGPT\u306e\u5b9f\u88c5\u3068\u5c55\u958b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068O&amp;M\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4fe1\u983c\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u4ee5\u4e0b\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068O&amp;M\u306e\u4e3b\u306a\u5185\u5bb9\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b7\u30b9\u30c6\u30e0\u76e3\u8996:\u30b7\u30b9\u30c6\u30e0\u76e3\u8996\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u76e3\u8996\u3067\u3059\u3002 \u30b7\u30b9\u30c6\u30e0\u76e3\u8996\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c\u3068\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3057\u3001\u5373\u5ea7\u306b\u30a2\u30e9\u30fc\u30c8\u3068\u901a\u77e5\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u76e3\u8996: \u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u76e3\u8996\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u306e\u76e3\u8996\u3068\u8a55\u4fa1\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u76e3\u8996\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u3068\u30a8\u30e9\u30fc\u3092\u7279\u5b9a\u3057\u3001\u4fee\u5fa9\u3068\u6539\u5584\u306e\u305f\u3081\u306e\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996: \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5185\u306e\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u76e3\u8996\u3068\u8a55\u4fa1\u3067\u3059\u3002 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u306f\u3001\u6f5c\u5728\u7684\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30ea\u30b9\u30af\u3068\u8106\u5f31\u6027\u3092\u7279\u5b9a\u3057\u3001\u4fee\u5fa9\u3068\u6539\u5584\u306e\u305f\u3081\u306e\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0: \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u51e6\u7406\u306e\u5fdc\u7b54\u6642\u9593\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u3068\u8a55\u4fa1\u3067\u3059\u3002 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c\u3068\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u306e\u305f\u3081\u306e\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ed\u30b0\u76e3\u8996: \u30ed\u30b0\u76e3\u8996\u306f\u3001\u6f5c\u5728\u7684\u306a\u554f\u984c\u3084\u7570\u5e38\u3092\u7279\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u306e\u30ed\u30b0\u3092\u76e3\u8996\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30ed\u30b0\u76e3\u8996\u306f\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u306e\u969c\u5bb3\u3068\u30a8\u30e9\u30fc\u3092\u7279\u5b9a\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30a2\u30e9\u30fc\u30c8\u3068\u901a\u77e5\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u304a\u3088\u3073\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305fO&amp;M:\u81ea\u52d5\u5316\u304a\u3088\u3073\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305fO&amp;M\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u7ba1\u7406\u304a\u3088\u3073\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u81ea\u52d5\u5316\u3055\u308c\u305f\u30c4\u30fc\u30eb\u304a\u3088\u3073\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002 \u81ea\u52d5\u5316\u3055\u308c\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305f\u64cd\u4f5c\u306b\u3088\u308a\u3001\u52b9\u7387\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u3001\u4eba\u70ba\u7684\u30df\u30b9\u304c\u6e1b\u5c11\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068O&amp;M\u3092\u5b9f\u88c5\u3059\u308b\u5834\u5408\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3059\u308b: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u76e3\u8996\u30eb\u30fc\u30eb\u3068\u30a2\u30e9\u30fc\u30c8\u3092\u69cb\u6210\u3059\u308b: \u76e3\u8996\u30eb\u30fc\u30eb\u3068\u30a2\u30e9\u30fc\u30e0\u3092\u69cb\u6210\u3057\u3066\u3001\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u7570\u5e38\u3068\u30a8\u30e9\u30fc\u3092\u81ea\u52d5\u7684\u306b\u8b58\u5225\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u901a\u77e5\u3068\u30a2\u30e9\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u3055\u308c\u305f\u64cd\u4f5c\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305f\u64cd\u4f5c\u3092\u8a2d\u5b9a\u3059\u308b: \u81ea\u52d5\u5316\u3055\u308c\u305f\u64cd\u4f5c\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305f\u64cd\u4f5c\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u624b\u52d5\u64cd\u4f5c\u3068\u4eba\u70ba\u7684\u30a8\u30e9\u30fc\u3092\u6e1b\u3089\u3057\u3001\u7ba1\u7406\u3068\u4fdd\u5b88\u306e\u52b9\u7387\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u7684\u306a\u30c1\u30a7\u30c3\u30af\u3068\u66f4\u65b0:\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u5b9a\u671f\u7684\u306b\u30c1\u30a7\u30c3\u30af\u304a\u3088\u3073\u66f4\u65b0\u3055\u308c\u3001\u76e3\u8996\u30eb\u30fc\u30eb\u3068\u30a2\u30e9\u30fc\u30c8\u306f\u66f4\u65b0\u304a\u3088\u3073\u6700\u9069\u5316\u3055\u308c\u3066\u7dad\u6301\u3055\u308c\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u76e3\u8996\u306e\u6709\u52b9\u6027\u3068\u4fe1\u983c\u6027\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u6700\u9069\u5316: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u53ef\u7528\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u66f4\u65b0\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u4fee\u6b63\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u5b9a\u671f\u7684\u306b\u4fdd\u5b88\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8: \u30e6\u30fc\u30b6\u30fc\u3068\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3001\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9069\u5207\u306b\u4f7f\u7528\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u3068\u6700\u9069\u5316: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u52b9\u7387\u3068\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u76e3\u8996\u304a\u3088\u3073\u904b\u7528\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fe1\u983c\u6027\u3092\u5206\u6790\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u76e3\u8996\u3068\u904b\u7528\u3092\u5b9f\u88c5\u3059\u308b\u3068\u304d\u306f\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u304c\u9069\u5207\u306b\u8a08\u753b\u304a\u3088\u3073\u6e96\u5099\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u304a\u3088\u3073\u4e88\u7b97\u306e\u5f71\u97ff\u3092\u8003\u616e\u3057\u3066\u3001\u76e3\u8996\u3068\u904b\u7528\u306e\u6709\u52b9\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u6a19\u6e96\u306b\u5f93\u3063\u3066\u3001\u76e3\u8996\u3068\u904b\u7528\u306e\u4e00\u8cab\u6027\u3068\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u78ba\u4fdd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5c0e\u5165\u306e\u6210\u529f\u4e8b\u4f8b ChatGPT<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8a2d\u8a08\u3001\u5b9f\u88c5\u3001\u304a\u3088\u3073\u4fdd\u5b88\u4e2d\u306b\u5f93\u3046\u5fc5\u8981\u304c\u3042\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u6a19\u6e96\u3092\u6307\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3092\u7279\u5b9a\u3059\u308b: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3092\u8a2d\u8a08\u304a\u3088\u3073\u5b9f\u88c5\u3059\u308b\u524d\u306b\u3001\u30d3\u30b8\u30cd\u30b9 \u8981\u4ef6\u3068\u76ee\u6a19\u3092\u7279\u5b9a\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u304c\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b: \u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u7279\u6027(\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306a\u3069)\u306b\u57fa\u3065\u3044\u3066\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3059\u308b: \u6a19\u6e96\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3092\u63a1\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5b9f\u88c5\u3059\u308b: \u30c7\u30fc\u30bf\u5206\u985e\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306a\u3069\u306e\u6a5f\u80fd\u3092\u542b\u3081\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316\u3055\u308c\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3092\u63a1\u7528\u3059\u308b: \u81ea\u52d5\u5316\u3055\u308c\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u5316\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u624b\u52d5\u64cd\u4f5c\u3068\u4eba\u70ba\u7684\u30a8\u30e9\u30fc\u3092\u6e1b\u3089\u3057\u3001\u7ba1\u7406\u3068\u4fdd\u5b88\u306e\u52b9\u7387\u3068\u4fe1\u983c\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u66f4\u65b0: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u53ef\u7528\u6027\u3068\u5b89\u5b9a\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u66f4\u65b0\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8106\u5f31\u6027\u306e\u4fee\u6b63\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u5b9a\u671f\u7684\u306b\u4fdd\u5b88\u304a\u3088\u3073\u66f4\u65b0\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u304c\u6210\u529f\u3057\u305f\u4f8b\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a2\u30de\u30be\u30f3\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:\u30a2\u30de\u30be\u30f3\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 Amazon Data Lake \u306f\u3001\u57fa\u76e4\u3068\u306a\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066 S3 \u3092\u4f7f\u7528\u3057\u3001ETL \u30c4\u30fc\u30eb\u3068\u3057\u3066 Glue \u3092\u4f7f\u7528\u3057\u3001Spark \u3084 Presto \u306a\u3069\u306e\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30c7\u30fc\u30bf\u30af\u30a8\u30ea\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Uber\u306e\u30df\u30b1\u30e9\u30f3\u30b8\u30a7\u30ed\u30c7\u30fc\u30bf\u30ec\u30a4\u30af:Uber\u306e\u30df\u30b1\u30e9\u30f3\u30b8\u30a7\u30ed\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u6307\u5411\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 Michelangelo Data Lake \u306f\u3001\u57fa\u76e4\u3068\u306a\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066 HDFS \u3092\u4f7f\u7528\u3057\u3001ETL \u30c4\u30fc\u30eb\u3068\u3057\u3066 Airflow \u3092\u4f7f\u7528\u3057\u3001TensorFlow \u3084 PyTorch \u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb \u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30ea\u30d0\u30d0\u306eMaxCompute Data Lake: Alibaba\u306eMaxCompute Data Lake\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u305d\u308c\u305e\u308c\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u30bf\u30a4\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u7d71\u5408\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7d71\u5408\u3055\u308c\u307e\u3059\u3002 MaxCompute Data Lake \u306f\u3001\u57fa\u76e4\u3068\u306a\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066 OSS \u3092\u4f7f\u7528\u3057\u3001ETL \u30c4\u30fc\u30eb\u3068\u3057\u3066 MaxCompute SQL \u3092\u4f7f\u7528\u3057\u3001Spark \u3084 Hadoop \u306a\u3069\u306e\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb \u30c7\u30fc\u30bf \u30af\u30a8\u30ea \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>Google \u306e BigQuery Data Lake: Google \u306e BigQuery Data Lake \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u7528\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 BigQuery \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u57fa\u76e4\u3068\u306a\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066 GCP\u3001ETL \u30c4\u30fc\u30eb\u3068\u3057\u3066 Dataflow \u3092\u4f7f\u7528\u3057\u3001SQL \u3084 Python \u306a\u3069\u306e\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u8996\u899a\u7684\u306a\u30c7\u30fc\u30bf\u30af\u30a8\u30ea\u3068\u5206\u6790\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6210\u529f\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5b9f\u88c5\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3044\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u7279\u6027\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u5b9f\u88c5\u4e8b\u4f8b\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u91cd\u8981\u6027\u3068\u4fa1\u5024\u3092\u8a3c\u660e\u3057\u3001\u4ed6\u306e\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5b9f\u88c5\u306e\u53c2\u8003\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3001ChatGPT\u306e\u5b9f\u88c5\u4e2d\u306e\u4e00\u822c\u7684\u306a\u554f\u984c\u3068\u89e3\u6c7a\u7b56\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u4e2d\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u4e00\u822c\u7684\u306a\u554f\u984c\u3084\u8ab2\u984c\u306b\u906d\u9047\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c: \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306b\u4e00\u8cab\u6027\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3001\u6b20\u843d\u3057\u305f\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306f\u8aa4\u3063\u305f\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u8aa4\u89e3\u3092\u62db\u304f\u3001\u307e\u305f\u306f\u8aa4\u3063\u305f\u5206\u6790\u3068\u610f\u601d\u6c7a\u5b9a\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u89e3\u6c7a\u7b56: \u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30c4\u30fc\u30eb\u3084ETL\u30c4\u30fc\u30eb\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30c4\u30fc\u30eb\u3068\u54c1\u8cea\u7ba1\u7406\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3001\u5b8c\u5168\u6027\u3001\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u5f53\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u554f\u984c: \u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u7d71\u5408\u3059\u308b\u3068\u3001\u5f62\u5f0f\u3001\u69cb\u9020\u3001\u307e\u305f\u306f\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u306e\u4e0d\u6574\u5408\u306b\u76f4\u9762\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u89e3\u6c7a\u7b56: ETL \u30c4\u30fc\u30eb\u3084\u30c7\u30fc\u30bf \u30e2\u30c7\u30eb\u306a\u3069\u306e\u30c7\u30fc\u30bf\u5909\u63db\u304a\u3088\u3073\u6b63\u898f\u5316\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001Apache Atlas \u3084 Apache Ranger \u306a\u3069\u306e\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u304a\u3088\u3073\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u30c4\u30fc\u30eb\u304c\u63a1\u7528\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u53ef\u80fd\u6027\u3068\u7ba1\u7406\u6027\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30af\u30a8\u30ea\u3068\u5206\u6790\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u9045\u5ef6\u306b\u76f4\u9762\u3057\u3001\u5206\u6790\u3068\u610f\u601d\u6c7a\u5b9a\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u3068\u7cbe\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u89e3\u6c7a\u7b56: Hadoop \u3084 Spark \u306a\u3069\u306e\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a8\u30f3\u30b8\u30f3\u3092\u63a1\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u306e\u901f\u5ea6\u3068\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 \u540c\u6642\u306b\u3001Memcached \u3084 Redis \u306a\u3069\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u304a\u3088\u3073\u30d7\u30ea\u30d5\u30a7\u30c3\u30c1 \u30c6\u30af\u30ce\u30ed\u30b8\u3092\u63a1\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3068\u5206\u6790\u306e\u5fdc\u7b54\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u554f\u984c:\u6a5f\u5bc6\u30c7\u30fc\u30bf\u304c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6f0f\u6d29\u3084\u8aa4\u7528\u3092\u9632\u3050\u305f\u3081\u306b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u89e3\u6c7a\u65b9\u6cd5 : LDAP \u3084 Kerberos \u306a\u3069\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304a\u3088\u3073\u8a8d\u8a3c\u30c6\u30af\u30ce\u30ed\u30b8\u3092\u63a1\u7528\u3057\u3066\u3001\u8a31\u53ef\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u307f\u304c\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001SSL\u3084\u30c7\u30fc\u30bf\u30de\u30b9\u30ad\u30f3\u30b0\u306a\u3069\u306e\u6697\u53f7\u5316\u304a\u3088\u3073\u30de\u30b9\u30ad\u30f3\u30b0\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u554f\u984c: \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u306f\u9ad8\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u30b3\u30b9\u30c8\u3092\u52b9\u679c\u7684\u306b\u5236\u5fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3: \u30af\u30e9\u30a6\u30c9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30ca\u30fc\u5316\u306a\u3069\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u304a\u3088\u3073\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u306b\u30a8\u30e9\u30b9\u30c6\u30a3\u30c3\u30af \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0 \u30c6\u30af\u30ce\u30ed\u30b8\u3092\u63a1\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf \u30dc\u30ea\u30e5\u30fc\u30e0\u306e\u5909\u5316\u306b\u57fa\u3065\u3044\u3066\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u91cf\u3068\u30b3\u30b9\u30c8\u3092\u52d5\u7684\u306b\u8abf\u6574\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u306e\u968e\u5c64\u5316\u3084\u30c7\u30fc\u30bf \u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u306a\u3069\u306e\u30c7\u30fc\u30bf\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3068\u524a\u9664\u306e\u6226\u7565\u3092\u63a1\u7528\u3057\u3066\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u4e0d\u8981\u306a\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u5b9f\u88c5\u3059\u308b\u969b\u306b\u306f\u3001\u3053\u308c\u3089\u306e\u4e00\u822c\u7684\u306a\u554f\u984c\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8GPT\u3092\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u5b9f\u969b\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u5bfe\u5fdc\u3059\u308b\u89e3\u6c7a\u7b56\u3092\u53d6\u308a\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3067\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u305d\u306e\u4ed6\u306e\u554f\u984c\u3068\u89e3\u6c7a\u7b56\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u554f\u984c:\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u9375\u3067\u3059\u3002 \u305f\u3060\u3057\u3001\u5b9f\u969b\u306e\u5b9f\u88c5\u3067\u306f\u3001\u67d4\u8edf\u6027\u306e\u306a\u3044\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u6b20\u5982\u3001\u8907\u96d1\u306a\u5c55\u958b\u306a\u3069\u306e\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3: \u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u30b5\u30fc\u30d3\u30b9 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306a\u3069\u3001\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9078\u629e\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3068\u30c7\u30fc\u30bf\u7279\u6027\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001Docker\u3084Kubernetes\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30ca\u5316\u3068\u81ea\u52d5\u30c7\u30d7\u30ed\u30a4\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u304c\u63a1\u7528\u3055\u308c\u3001\u30c7\u30d7\u30ed\u30a4\u3068\u7ba1\u7406\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001\u4fdd\u5b88\u6027\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u7d44\u7e54\u6587\u5316\u306e\u554f\u984c: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u306b\u306f\u8907\u6570\u306e\u90e8\u9580\u3068\u30c1\u30fc\u30e0\u304c\u95a2\u4e0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u78ba\u7acb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u89e3\u6c7a\u7b56: \u30c7\u30fc\u30bf\u30c1\u30fc\u30e0\u3068\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u78ba\u7acb\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u90e8\u9580\u3084\u30c1\u30fc\u30e0\u9593\u306e\u5354\u529b\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8abf\u6574\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4fdd\u5b88\u6027\u3068\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u5206\u985e\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u4f7f\u7528\u3068\u7ba1\u7406\u306e\u4ed5\u69d8\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"8\">\n<li>\u6280\u8853\u4eba\u6750\u306e\u554f\u984c: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u306b\u306f\u3001\u5c02\u9580\u306e\u6280\u8853\u4eba\u6750\u3068\u30c7\u30fc\u30bf\u5c02\u9580\u5bb6\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u4eba\u6750\u3092\u5e02\u5834\u306b\u63a1\u7528\u307e\u305f\u306f\u7dad\u6301\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3: \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u6559\u80b2\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u63a1\u7528\u3057\u3066\u3001\u793e\u5185\u30b9\u30bf\u30c3\u30d5\u306e\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u3068\u30b3\u30f3\u30d4\u30c6\u30f3\u30b7\u30fc\u3092\u5411\u4e0a\u3055\u305b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5c02\u9580\u5bb6\u3068\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3092\u80b2\u6210\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30a2\u30a6\u30c8\u30bd\u30fc\u30b7\u30f3\u30b0\u3068\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3066\u3001\u5c02\u9580\u7684\u306a\u6280\u8853\u7684\u624d\u80fd\u3068\u30c7\u30fc\u30bf\u5c02\u9580\u5bb6\u3092\u7372\u5f97\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u7387\u3068\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u4e2d\u306b\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u3084\u8ab2\u984c\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u9069\u5207\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u5b9f\u88c5\u3068\u6301\u7d9a\u53ef\u80fd\u6027\u3092\u6210\u529f\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/edu.ujhb.org\/?p=2478\" alt=\"\"\/><\/figure>\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%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=96&amp;q=75\" alt=\"\u5229\u7528\u8005\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30afChatGPT\u306e\u4eca\u5f8c\u306e\u958b\u767a\u52d5\u5411\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u65b0\u3057\u3044\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u304a\u3088\u3073\u5206\u6790\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u307e\u3059\u307e\u3059\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3001\u8a8d\u8b58\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u5c06\u6765\u306e\u958b\u767a\u52d5\u5411\u306b\u306f\u4e3b\u306b\u6b21\u306e\u5074\u9762\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u3088\u308a\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u6a5f\u80fd: Data Lake 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