{"id":1365,"date":"2023-04-18T21:54:38","date_gmt":"2023-04-18T12:54:38","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=1365"},"modified":"2023-04-18T21:54:39","modified_gmt":"2023-04-18T12:54:39","slug":"finrl%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=1365","title":{"rendered":"FinRL\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 Finrl\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3001\u305d\u3057\u3066\u3042\u306a\u305f\u306f\u79c1\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3082\u306e\u306e\u30ea\u30b9\u30c8\u3092\u4e0e\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u91d1\u878d\u53d6\u5f15\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306e\u5f37\u5316\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bFinRL\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306b\u57fa\u3065\u3044\u305f\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u6982\u8981\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 FinRL \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>\u30b3\u30fc\u30b9\u7d39\u4ecb 1.1 FinRL \u5165\u9580 1.2 \u30b3\u30fc\u30b9\u306e\u76ee\u7684\u3068\u5b66\u7fd2\u6210\u679c<\/li>\n\n\n\n<li>\u5f37\u5316\u5b66\u7fd2\u306e\u57fa\u790e 2.1 \u5f37\u5316\u5b66\u7fd2\u306e\u6982\u8981 2.2 MDP(\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9) 2.3 \u57fa\u672c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:Q\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069<\/li>\n\n\n\n<li>FinRL \u74b0\u5883\u306e\u8a2d\u5b9a 3.1 Python \u74b0\u5883\u306e\u6e96\u5099 3.2 FinRL \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b 3.3 \u95a2\u9023\u3059\u308b\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n\n\n\n<li>FinRL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u5206\u6790 4.1 \u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 4.2 \u74b0\u5883\u69cb\u7bc9(\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30b7\u30df\u30e5\u30ec\u30fc\u30bf) 4.3 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u9078\u629e 4.4 \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u6226\u7565<\/li>\n\n\n\n<li>\u5b9f\u7528\u7684\u306a\u30b1\u30fc\u30b9 5.1 \u5358\u4e00\u682a\u5f0f\u53d6\u5f15\u6226\u7565 5.2 \u30de\u30eb\u30c1\u30b9\u30c8\u30c3\u30af\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565 5.3 \u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565 5.4 \u682a\u5f0f\u9078\u629e\u6226\u7565<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316 6.1 \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9078\u629e 6.2 \u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5 6.3 \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u6bd4\u8f03<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u3068\u5b9f\u7528\u5316 7.1 \u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f 7.2 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9 7.3 \u30e2\u30c7\u30eb\u306e\u9069\u7528\u3068\u76e3\u8996<\/li>\n\n\n\n<li>\u30b3\u30fc\u30b9\u306e\u6982\u8981\u3068\u958b\u767a 8.1 \u30b3\u30fc\u30b9\u306e\u5fa9\u7fd2 8.2 \u30ea\u30bd\u30fc\u30b9\u3068\u9ad8\u5ea6\u306a\u5b66\u7fd2<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u306b\u57fa\u3065\u3044\u3066\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002 \u8a73\u7d30\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u559c\u3093\u3067\u304a\u624b\u4f1d\u3044\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>FinRL\u306e\u7d39\u4ecb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\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<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001FinRL\u306f\u91d1\u878d\u53d6\u5f15\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5f37\u5316\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u91d1\u878d\u30bb\u30af\u30bf\u30fc\u306e\u30c8\u30ec\u30fc\u30c0\u30fc\u3001\u7814\u7a76\u8005\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3001\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3001\u30c6\u30b9\u30c8\u3001\u304a\u3088\u3073\u5c55\u958b\u3059\u308b\u305f\u3081\u306e\u5f37\u5316\u5b66\u7fd2\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FinRL\u306fPython\u3067\u66f8\u304b\u308c\u3066\u304a\u308a\u3001Pandas(\u30c7\u30fc\u30bf\u51e6\u7406)\u3001TensorFlow\u3068Keras(\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0)\u3001Scikit-Learn(\u6a5f\u68b0\u5b66\u7fd2)\u3001Pyfolio(\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u8a55\u4fa1)\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u53d6\u5f15\u6226\u7565\u306e\u958b\u767a\u306b\u306f\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3001\u91d1\u878d\u5206\u91ce\u3001\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u7279\u5b9a\u306e\u57fa\u76e4\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u53d6\u5f15\u6226\u7565\u306e\u74b0\u5883\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3057\u3001\u6226\u7565\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30c6\u30af\u30cb\u30ab\u30eb\u5206\u6790\u306b\u57fa\u3065\u304f\u53d6\u5f15\u6226\u7565\u3001\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u5206\u6790\u306b\u57fa\u3065\u304f\u53d6\u5f15\u6226\u7565\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u4e00\u822c\u7684\u306a\u53d6\u5f15\u6226\u7565\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u901a\u3058\u3066\u3001\u53d6\u5f15\u6226\u7565\u306e\u7279\u6027\u3001\u5831\u916c\u95a2\u6570\u3001\u53d6\u5f15\u30eb\u30fc\u30eb\u306a\u3069\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u305d\u308c\u3089\u3092\u6700\u9069\u5316\u3057\u3066\u3001ROI\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u91d1\u878d\u5e02\u5834\u306e\u8ab2\u984c\u3092\u3088\u308a\u9069\u5207\u306b\u6e80\u305f\u3059\u305f\u3081\u306b\u53d6\u5f15\u6226\u7565\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30b3\u30fc\u30b9\u306e\u76ee\u7684\u3068\u5b66\u7fd2\u6210\u679c\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001FinRL\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u76ee\u7684\u3068\u5b66\u7fd2\u6210\u679c\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>1. \u30b3\u30fc\u30b9\u306e\u76ee\u7684<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u91d1\u878d\u53d6\u5f15\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u5f37\u5316\u5b66\u7fd2\u306e\u5fdc\u7528\u3092\u7406\u89e3\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u539f\u7406\u3068\u3001\u305d\u308c\u3089\u3092\u91d1\u878d\u53d6\u5f15\u306b\u9069\u7528\u3059\u308b\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b FinRL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3001\u74b0\u5883\u69cb\u6210\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u9078\u629e\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c7\u30d7\u30ed\u30a4\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u91d1\u878d\u53d6\u5f15\u6226\u7565\u306e\u958b\u767a\u3068\u5b9f\u88c5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u3055\u307e\u3056\u307e\u306a\u53d6\u5f15\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u53d6\u5f15\u6226\u7565\u306e\u6a5f\u80fd\u3001\u5831\u916c\u95a2\u6570\u3001\u53d6\u5f15\u30eb\u30fc\u30eb\u306a\u3069\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9069\u7528\u3057\u3066\u5b9f\u969b\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u3053\u306e\u30b3\u30fc\u30b9\u3092\u901a\u3058\u3066\u3001\u91d1\u878d\u5e02\u5834\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306bFinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>2. \u5b66\u7fd2\u6210\u679c<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u539f\u5247\u3092\u7fd2\u5f97Q\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069\u306e\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u539f\u7406\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3092\u7406\u89e3\u3057\u3001\u3053\u308c\u3089\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u65b9\u6cd5\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u7528\u306b\u7cbe\u901a\u3057\u3066\u3044\u308bFinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u91d1\u878d\u53d6\u5f15\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u30e2\u30c7\u30eb\u9078\u629e\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u306a\u3069\u3092\u5b66\u3073\u3001FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9069\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u65b9\u6cd5\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u582a\u80fd \u91d1\u878d\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u53d6\u5f15\u6226\u7565\u958b\u767a\u306a\u3069\u306bPython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u3001Python\u3092\u4f7f\u7528\u3057\u3066FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u5bfe\u8a71\u3059\u308b\u65b9\u6cd5\u3092\u7fd2\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5f37\u5316\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u3055\u307e\u3056\u307e\u306a\u53d6\u5f15\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u53d6\u5f15\u6226\u7565\u306e\u6a5f\u80fd\u3001\u5831\u916c\u95a2\u6570\u3001\u53d6\u5f15\u30eb\u30fc\u30eb\u306a\u3069\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u305d\u308c\u3089\u3092\u6700\u9069\u5316\u3057\u3066ROI\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u3053\u306e\u30b3\u30fc\u30b9\u306e\u5b66\u7fd2\u3092\u901a\u3058\u3066\u3001\u91d1\u878d\u5e02\u5834\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306bFinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u7d9a\u3051\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306fFinRL\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u76ee\u7684\u3068\u5b66\u7fd2\u6210\u679c\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059(\u7d9a\u304d)\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30de\u30b9\u30bf\u30fc\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u6226\u7565\u306e\u8a55\u4fa1\u3068\u6700\u9069\u5316\u306e\u65b9\u6cd5 Pyfolio\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u8a55\u4fa1\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u3001\u53d6\u5f15\u6226\u7565\u306e\u6709\u52b9\u6027\u3068\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u8907\u6570\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u80fd\u529b\u30c6\u30af\u30cb\u30ab\u30eb\u5206\u6790\u3001\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u5206\u6790\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u306a\u3069\u306b\u57fa\u3065\u3044\u3066\u8907\u6570\u306e\u53d6\u5f15\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u305d\u308c\u3089\u3092\u691c\u8a3c\u304a\u3088\u3073\u6700\u9069\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>FinRL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u6a5f\u80fd FinRL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3068\u3001\u81ea\u52d5\u53d6\u5f15\u306e\u305f\u3081\u306b\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u91d1\u878d\u53d6\u5f15\u5e02\u5834\u3068\u6295\u8cc7\u30a2\u30a4\u30c7\u30a2\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u91d1\u878d\u5e02\u5834\u306e\u57fa\u672c\u7684\u306a\u77e5\u8b58\u3092\u7406\u89e3\u3057\u3001\u6295\u8cc7\u306e\u6982\u5ff5\u3068\u30ea\u30b9\u30af\u7ba1\u7406\u306e\u57fa\u672c\u7684\u306a\u65b9\u6cd5\u3092\u5b66\u3073\u3001\u53d6\u5f15\u6226\u7565\u3092\u3088\u308a\u9069\u5207\u306b\u958b\u767a\u304a\u3088\u3073\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3055\u3089\u306a\u308b\u5b66\u7fd2\u306e\u305f\u3081\u306e\u57fa\u76e4\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u306e\u30b3\u30fc\u30b9\u306e\u5b66\u7fd2\u3092\u901a\u3058\u3066\u3001\u91d1\u878d\u3001\u5f37\u5316\u5b66\u7fd2\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306a\u3069\u306e\u5206\u91ce\u306e\u77e5\u8b58\u3068\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3057\u3001\u3055\u3089\u306b\u6df1\u3044\u5b66\u7fd2\u3068\u5fdc\u7528\u306e\u305f\u3081\u306e\u5f37\u56fa\u306a\u57fa\u76e4\u3092\u7bc9\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306e\u6982\u8981\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u5f37\u5316\u5b66\u7fd2\u306e\u6982\u8981\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3059\u308b\u3053\u3068\u3067\u9577\u671f\u7684\u306a\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3067\u3059\u3002 \u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3084\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3068\u306f\u7570\u306a\u308a\u3001\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u95a2\u6570\u3092\u5b66\u7fd2\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3057\u305f\u308a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u9577\u671f\u7684\u306a\u7d2f\u7a4d\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u74b0\u5883\u306f\u5e38\u306b\u76f8\u4e92\u4f5c\u7528\u3057\u3066\u3044\u307e\u3059\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u74b0\u5883\u306e\u72b6\u614b\u3092\u53d7\u4fe1\u3057\u3001\u72b6\u614b\u306b\u5f93\u3063\u3066\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u3001\u74b0\u5883\u306f\u65b0\u3057\u3044\u72b6\u614b\u3068\u5831\u916c\u30b7\u30b0\u30ca\u30eb(\u5831\u916c)\u3092\u8fd4\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5831\u916c\u30b7\u30b0\u30ca\u30eb\u306b\u5f93\u3063\u3066\u6226\u7565\u3092\u66f4\u65b0\u3057\u3001\u30bf\u30b9\u30af\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u6b21\u306e\u6c7a\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306e\u9375\u306f\u5831\u916c\u95a2\u6570\u306e\u8a2d\u8a08\u3067\u3059\u3002 \u5831\u916c\u95a2\u6570\u306f\u3001\u73fe\u5728\u306e\u72b6\u614b\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5b9f\u884c\u3059\u308b\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u826f\u3057\u60aa\u3057\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u76ee\u6a19\u306f\u3001\u7d99\u7d9a\u7684\u306a\u8a66\u884c\u932f\u8aa4\u3092\u901a\u3058\u3066\u9577\u671f\u7684\u306a\u5831\u916c\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002 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class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>MDP(\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9)\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u3053\u3053\u306bMDP(\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9)\u306e\u8a73\u7d30\u306a\u8aac\u660e\u304c\u3042\u308a\u307e\u3059:<\/p>\n\n\n\n<p>MDP\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u306b\u304a\u3051\u308b\u6700\u3082\u57fa\u672c\u7684\u306a\u6570\u5b66\u7684\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e1\u3064\u3067\u3059\u3002 MDP \u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u74b0\u5883\u3068\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u96e2\u6563\u7684\u306a\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u8a18\u8ff0\u3057\u307e\u3059\u3002 \u5404\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u74b0\u5883\u306e\u73fe\u5728\u306e\u72b6\u614b\u3092\u53d7\u3051\u53d6\u308a\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u3001\u74b0\u5883\u306f\u7279\u5b9a\u306e\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3063\u3066\u72b6\u614b\u3092\u6b21\u306e\u72b6\u614b\u306b\u79fb\u884c\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u5831\u916c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002 \u3053\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u76ee\u7684\u306f\u3001\u671f\u5f85\u3055\u308c\u308b\u5272\u5f15\u30ea\u30bf\u30fc\u30f3\u3001\u3064\u307e\u308a\u3059\u3079\u3066\u306e\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u306b\u308f\u305f\u308b\u5831\u916c\u306e\u52a0\u91cd\u5408\u8a08\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>MDP \u306e\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u72b6\u614b\u9077\u79fb\u78ba\u7387\u306f\u6642\u9593\u306b\u4f9d\u5b58\u3057\u307e\u305b\u3093\u3001\u3059\u306a\u308f\u3061\u3001\u73fe\u5728\u306e\u72b6\u614b\u306f\u524d\u306e\u72b6\u614b\u3068\u306f\u4f55\u306e\u95a2\u4fc2\u3082\u306a\u304f\u3001\u73fe\u5728\u306e\u884c\u52d5\u3068\u306e\u307f\u95a2\u4fc2\u304c\u3042\u308a\u307e\u3059\u3002 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MDP\u554f\u984c\u306f\u3001\u52d5\u7684\u8a08\u753b\u6cd5\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u307e\u305f\u306f\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002 \u305d\u306e\u4e2d\u3067\u3001\u52d5\u7684\u8a08\u753b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4e3b\u306b\u5024\u306e\u53cd\u5fa9\u3068\u6226\u7565\u306e\u53cd\u5fa9\u3092\u542b\u307f\u3001\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u4e3b\u306bQ\u5b66\u7fd2\u3001Sarsa\u3001DQN\u3001PPO\u306a\u3069\u3092\u542b\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u91d1\u878d\u30bb\u30af\u30bf\u30fc\u3067\u306f\u3001MDP\u306f\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u306e\u958b\u767a\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 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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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u57fa\u672c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044:Q\u30e9\u30fc\u30cb\u30f3\u30b0\u3001DQN\u3001PPO\u306a\u3069<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306fQ\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol 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\u7570\u306a\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u7570\u306a\u308b\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u4e0a\u3067\u72ec\u81ea\u306e\u9577\u6240\u3068\u77ed\u6240\u304c\u3042\u308a\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u6226\u7565\u958b\u767a\u306e\u305f\u3081\u306e\u9069\u5207\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>FinRL\u74b0\u5883\u8a2d\u5b9aPython\u74b0\u5883\u306e\u6e96\u5099\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306fFinRL\u74b0\u5883\u306e\u8a2d\u5b9a\u3068Python\u74b0\u5883\u306e\u6e96\u5099\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u74b0\u5883\u306e\u8981\u4ef6<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u306bFinRL\u3092\u5229\u7528\u3059\u308b\u306b\u306f\u3001NVIDIA GPU\u3092\u642d\u8f09\u3057\u305f\u30d1\u30bd\u30b3\u30f3\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30c6\u30b9\u30e9V100\u3084\u30bf\u30a4\u30bf\u30f3V\u306a\u3069\u306e\u30cf\u30a4\u30a8\u30f3\u30c9\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30ab\u30fc\u30c9\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u74b0\u5883\u306e\u8981\u4ef6<\/li>\n<\/ol>\n\n\n\n<p>FinRL\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306b\u6b21\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a2\u30ca\u30b3\u30f3\u30c0<\/li>\n\n\n\n<li>Python 3.6 \u4ee5\u964d<\/li>\n\n\n\n<li>\u30d1\u30a4\u30c8\u30fc\u30c1<\/li>\n\n\n\n<li>\u30b8\u30e0<\/li>\n\n\n\n<li>\u5b89\u5b9a\u3057\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f33<\/li>\n\n\n\n<li>TA-Lib<\/li>\n\n\n\n<li>\u30a8\u30e0\u30d7\u30eb\u30d5\u30a1\u30a4\u30ca\u30f3\u30b9<\/li>\n\n\n\n<li>\u30d4\u30d5\u30a9\u30ea\u30aa<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">luaCopy code<code>conda create --name finrl python=3.8\nconda activate finrl\nconda install pytorch torchvision torchaudio cudatoolkit=11.1 -c pytorch -c nvidia\npip install gym\npip install stable-baselines3\npip install ta-lib\npip install mplfinance\npip install pyfolio\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>FinRL \u30b3\u30fc\u30c9 \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>FinRL\u306eGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u30b3\u30fc\u30c9\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059:<a href=\"https:\/\/github.com\/AI4Finance-LLC\/FinRL%E3%80%82%E4%B8%8B%E8%BD%BD%E4%BB%A3%E7%A0%81%E5%90%8E%EF%BC%8C%E6%82%A8%E5%8F%AF%E4%BB%A5%E5%B0%86%E5%85%B6%E8%A7%A3%E5%8E%8B%E5%88%B0%E6%82%A8%E5%B8%8C%E6%9C%9B%E7%9A%84%E4%BD%8D%E7%BD%AE%EF%BC%8C%E8%BF%9B%E5%85%A5%E8%A7%A3%E5%8E%8B%E5%90%8E%E7%9A%84%E7%9B%AE%E5%BD%95%EF%BC%8C%E6%89%A7%E8%A1%8C%E4%BB%A5%E4%B8%8B%E5%91%BD%E4%BB%A4%E4%BB%A5%E5%AE%89%E8%A3%85FinRL\">https:\/\/github.com\/AI4Finance-LLC\/FinRL\u3002 \u30b3\u30fc\u30c9\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u3089\u3001\u76ee\u7684\u306e\u5834\u6240\u306b\u5c55\u958b\u3057\u3001\u62bd\u51fa\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066 FinRL \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059<\/a>\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install -e .\n<\/code><\/pre>\n\n\n\n<p>\u4e0a\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u306f\u3001Python \u74b0\u5883\u306b FinRL \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>Jupyter \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u69cb\u6210<\/li>\n<\/ol>\n\n\n\n<p>FinRL \u3092\u4f7f\u7528\u3057\u305f\u5bfe\u8a71\u578b\u958b\u767a\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306b\u3001Jupyter \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u307e\u305f\u306f Jupyter Lab \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install jupyterlab\n<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066 Jupyter Lab \u3092\u8d77\u52d5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>jupyter lab\n<\/code><\/pre>\n\n\n\n<p>\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089 Jupyter Lab \u30da\u30fc\u30b8\u3092\u958b\u304d\u3001\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001FinRL \u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u958b\u767a\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001\u4ee5\u4e0a\u304cFinRL\u306b\u3088\u308b\u5f37\u5316\u5b66\u7fd2\u306e\u305f\u3081\u306e\u74b0\u5883\u8a2d\u5b9a\u3068Python\u74b0\u5883\u6e96\u5099\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3042\u308a\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u958b\u767a\u306bFinRL\u3092\u4f7f\u3044\u59cb\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u4e0a\u8a18\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>FinRL\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u305f\u3081\u306eFinRL\u74b0\u5883\u8a2d\u5b9a\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306fFinRL\u74b0\u5883\u306e\u69cb\u6210\u3068FinRL\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a2\u30ca\u30b3\u30f3\u30c0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u307e\u305a\u3001Python\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064Python\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u3042\u308bAnaconda\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Anaconda\u306e\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8(https:\/\/www.anaconda.com\/products\/individual)\u304b\u3089\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059<a href=\"https:\/\/www.anaconda.com\/products\/individual%EF%BC%89%E4%B8%8B%E8%BD%BD%E9%80%82%E7%94%A8%E4%BA%8E%E6%82%A8%E6%93%8D%E4%BD%9C%E7%B3%BB%E7%BB%9F%E7%9A%84%E7%89%88%E6%9C%AC%E5%B9%B6%E8%BF%9B%E8%A1%8C%E5%AE%89%E8%A3%85%E3%80%82\">\u3002<\/a><\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>FinRL \u3092\u4f7f\u7528\u3059\u308b\u524d\u306b\u3001\u65e2\u5b58\u306e Python \u74b0\u5883\u3068\u306e\u7af6\u5408\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001Anaconda \u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u306bfinrl\u3068\u3044\u3046\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">luaCopy code<code>conda create --name finrl python=3.8\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210\u3057\u305f\u3089\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>conda activate finrl\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>FinRL \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u6b21\u306b\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 FinRL \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>pip install git+https:\/\/github.com\/AI4Finance-LLC\/FinRL.git\n<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u6700\u65b0\u306e FinRL \u30b3\u30fc\u30c9\u304c\u30d5\u30a7\u30c3\u30c1\u3055\u308c\u3001\u4eee\u60f3\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u5fc5\u8981\u306a\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>FinRL \u3092\u4f7f\u7528\u3059\u308b\u524d\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u3044\u304f\u3064\u304b\u306e\u5fc5\u8981\u306a\u4f9d\u5b58\u95a2\u4fc2\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b8\u30e0:\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u4f7f\u7528<\/li>\n\n\n\n<li>\u5b89\u5b9a\u3057\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f33:\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30c6\u30b9\u30c8\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059<\/li>\n\n\n\n<li>TA-Lib:\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u306e\u8a08\u7b97\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059<\/li>\n\n\n\n<li>mplfinance:\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059<\/li>\n\n\n\n<li>Pyfolio:\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u5206\u6790\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u4f9d\u5b58\u95a2\u4fc2\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnetCopy code<code>pip install gym stable-baselines3 ta-lib mplfinance pyfolio\n<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u958b\u767a\u306bFinRL\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u4e0a\u8a18\u306f\u5f37\u5316\u5b66\u7fd2\u306e\u305f\u3081\u306eFinRL\u3092\u7528\u3044\u305fFinRL\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u74b0\u5883\u8a2d\u5b9a\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3042\u308a\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u958b\u767a\u306bFinRL\u306e\u4f7f\u7528\u3092\u958b\u59cb\u3059\u308b\u306b\u306f\u3001\u4e0a\u8a18\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304a\u3088\u3073\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>FinRL\u306e\u74b0\u5883\u8a2d\u5b9a\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3001\u95a2\u9023\u3059\u308b\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306fFinRL\u74b0\u5883\u306e\u69cb\u6210\u3068\u95a2\u9023\u3059\u308b\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b8\u30e0<\/li>\n<\/ol>\n\n\n\n<p>Gym\u306f\u3001\u958b\u767a\u8005\u304c\u3055\u307e\u3056\u307e\u306a\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c6\u30b9\u30c8\u3001\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u6a19\u6e96\u5316\u3055\u308c\u305f\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001Gym\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install gym\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u5b89\u5b9a\u3057\u305f\u30d9\u30fc\u30b9\u30e9\u30a4\u30f33<\/li>\n<\/ol>\n\n\n\n<p>Stable-Baselines3 \u306f\u3001PyTorch \u3068 OpenAI Gym \u306b\u57fa\u3065\u304f\u5f37\u5316\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001DQN\u3001PPO\u3001A2C \u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Stable-Baselines3 \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install stable-baselines3\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>TA-Lib<\/li>\n<\/ol>\n\n\n\n<p>TA-Lib\u306f\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u79fb\u52d5\u5e73\u5747\u3001MACD\u304a\u3088\u3073RSI\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u8a08\u7b97\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001TA-Lib \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnetCopy code<code>pip install ta-lib\n<\/code><\/pre>\n\n\n\n<p>TA-Lib \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u524d\u306b\u3001libpng\u3001freetype\u3001zlib \u306a\u3069\u306e TA-Lib \u4f9d\u5b58\u95a2\u4fc2\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001TA-Lib\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092Ubuntu\u30b7\u30b9\u30c6\u30e0\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">arduinoCopy code<code>sudo apt-get install -y libpng-dev libfreetype6-dev zlib1g-dev\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30a8\u30e0\u30d7\u30eb\u30d5\u30a1\u30a4\u30ca\u30f3\u30b9<\/li>\n<\/ol>\n\n\n\n<p>mplfinance\u306f\u3001Matplotlib\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u57fa\u3065\u3044\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u9b45\u529b\u7684\u306a\u682a\u4fa1\u30c1\u30e3\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u30b9\u30bf\u30a4\u30ea\u30f3\u30b0\u3068\u8a2d\u5b9a\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066 mplfinance \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install mplfinance\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30d4\u30d5\u30a9\u30ea\u30aa<\/li>\n<\/ol>\n\n\n\n<p>Pyfolio\u306f\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u5206\u6790\u306e\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u30b7\u30e3\u30fc\u30d7\u30ec\u30b7\u30aa\u3001\u6700\u5927\u30c9\u30ed\u30fc\u30c0\u30a6\u30f3\u3001\u7d2f\u7a4d\u30ea\u30bf\u30fc\u30f3\u306a\u3069\u306e\u8907\u6570\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u3068\u30c1\u30e3\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066Pyfolio\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Copy code<code>pip install pyfolio\n<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u958b\u767a\u306bFinRL\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u5f37\u5316\u5b66\u7fd2\u306bFinRL\u3092\u4f7f\u7528\u3057\u305f\u74b0\u5883\u69cb\u6210\u3068\u95a2\u9023\u3059\u308b\u4f9d\u5b58\u95a2\u4fc2\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3042\u308a\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u958b\u767a\u306bFinRL\u306e\u4f7f\u7528\u3092\u958b\u59cb\u3059\u308b\u524d\u306b\u3001\u4e0a\u8a18\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304a\u3088\u3073\u69cb\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u51e6\u7406<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u9032\u3080\u524d\u306b\u3001\u751f\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u4f7f\u7528\u3067\u304d\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u91d1\u878d\u53d6\u5f15\u306e\u5206\u91ce\u3067\u306f\u3001\u4e00\u822c\u7684\u306a\u751f\u30c7\u30fc\u30bf\u306b\u306f\u3001\u682a\u4fa1\u30c7\u30fc\u30bf\u3001\u682a\u5f0f\u8ca1\u52d9\u30c7\u30fc\u30bf\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3068\u30e6\u30fc\u30b9 \u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u901a\u5e38\u306f\u6b21\u306e\u624b\u9806\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0:\u6b20\u640d\u5024\u306e\u524a\u9664\u307e\u305f\u306f\u5165\u529b\u3001\u5916\u308c\u5024\u306e\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u6392\u9664\u306a\u3069\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5909\u63db: \u30c7\u30fc\u30bf\u3092\u751f\u306e\u5f62\u5f0f\u304b\u3089\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3084\u30d1\u30cd\u30eb \u30c7\u30fc\u30bf\u306a\u3069\u306e\u5f37\u5316\u5b66\u7fd2\u306b\u4f7f\u7528\u3067\u304d\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7279\u5fb4\u62bd\u51fa:\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u3001\u79fb\u52d5\u5e73\u5747\u306a\u3069\u306e\u751f\u30c7\u30fc\u30bf\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u5316: \u30c7\u30fc\u30bf\u3092\u6b63\u898f\u5316\u307e\u305f\u306f\u6b63\u898f\u5316\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u6bd4\u8f03\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/li>\n<\/ol>\n\n\n\n<p>\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u306f\u3001\u751f\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3001\u69cb\u7bc9\u3001\u9078\u629e\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u30c7\u30fc\u30bf \u30de\u30a4\u30cb\u30f3\u30b0 \u30bf\u30b9\u30af\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 \u91d1\u878d\u53d6\u5f15\u306e\u5206\u91ce\u3067\u306f\u3001\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u306f\u901a\u5e38\u3001\u6b21\u306e\u5074\u9762\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u79fb\u52d5\u5e73\u5747\u3001MACD\u3001RSI\u306a\u3069\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u306f\u3001\u682a\u4fa1\u306e\u30c8\u30ec\u30f3\u30c9\u3001\u52e2\u3044\u3001\u30dc\u30e9\u30c6\u30a3\u30ea\u30c6\u30a3\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30c7\u30fc\u30bf:\u4f1a\u793e\u306e\u8ca1\u52d9\u30c7\u30fc\u30bf\u3001\u7d4c\u6e08\u6307\u6a19\u306a\u3069\u3001\u4f1a\u793e\u306e\u53ce\u76ca\u6027\u3001\u8ca1\u52d9\u72b6\u6cc1\u3001\u30de\u30af\u30ed\u7d4c\u6e08\u74b0\u5883\u3001\u305d\u306e\u4ed6\u306e\u7279\u6027\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5e02\u5834\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8:\u305f\u3068\u3048\u3070\u3001\u30cb\u30e5\u30fc\u30b9\u30ec\u30dd\u30fc\u30c8\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306a\u3069\u306f\u3001\u6295\u8cc7\u5bb6\u306e\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3084\u5e02\u5834\u306e\u671f\u5f85\u306a\u3069\u306e\u7279\u6027\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6642\u9593\u7279\u6027:\u53d6\u5f15\u65e5\u3001\u5b63\u7bc0\u6027\u306a\u3069\u306f\u3001\u6642\u9593\u95a2\u9023\u306e\u7279\u6027\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u76ee\u7684\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u9069\u5207\u306a\u7279\u5fb4\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u8aa4\u5dee\u3068\u6c4e\u5316\u8aa4\u5dee\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3059\u3002 \u7279\u5fb4\u91cf\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u306f\u3001\u7279\u5fb4\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u3001\u60c5\u5831\u91cf\u3001\u5b89\u5b9a\u6027\u306a\u3069\u306e\u8981\u7d20\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u5de5\u5b66\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u91d1\u878d\u53d6\u5f15\u306e\u5206\u91ce\u3067\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3001\u3088\u308a\u826f\u3044\u53d6\u5f15\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u305f\u3081\u306b\u614e\u91cd\u306b\u51e6\u7406\u304a\u3088\u3073\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u306e1\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u74b0\u5883\u69cb\u7bc9(\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc)\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u74b0\u5883(\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc)\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u74b0\u5883\u306e\u5f37\u5316<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u524d\u306b\u3001\u682a\u5f0f\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u72b6\u614b\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u3001\u5831\u916c\u306a\u3069\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 FinRL \u3067\u306f\u3001Gym \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002 \u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u9818\u57df\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u72b6\u614b\u7a7a\u9593:\u3064\u307e\u308a\u3001\u682a\u4fa1\u30c7\u30fc\u30bf\u3084\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u306a\u3069\u306e\u7279\u6027\u3002<\/li>\n\n\n\n<li>\u30a2\u30af\u30b7\u30e7\u30f3\u30b9\u30da\u30fc\u30b9:\u3064\u307e\u308a\u3001\u682a\u5f0f\u306e\u8cfc\u5165\u3001\u58f2\u5374\u3001\u4fdd\u6709\u306a\u3069\u306e\u6c7a\u5b9a\u3002<\/li>\n\n\n\n<li>\u5831\u916c\u95a2\u6570:\u3064\u307e\u308a\u3001\u682a\u4fa1\u306e\u5909\u52d5\u3084\u53d6\u5f15\u624b\u6570\u6599\u306a\u3069\u306e\u8981\u56e0\u306b\u57fa\u3065\u3044\u3066\u5831\u916c\u304c\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u5b9f\u969b\u306e\u682a\u5f0f\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u682a\u4fa1\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u5e02\u5834\u60c5\u5831\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u53d6\u5f15\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 FinRL \u3067\u306f\u3001pandas-datareader \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001zipline \u3084 Backtrader \u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30c3\u30af\u30d7\u30fc\u30eb\u3001\u3064\u307e\u308a\u53d6\u5f15\u3059\u308b\u682a\u5f0f\u306e\u30ea\u30b9\u30c8\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9: pandas-datareader \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b:\u3064\u307e\u308a\u3001\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u4e88\u6e2c\u3055\u308c\u305f\u682a\u4fa1\u306e\u5909\u5316\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3001\u682a\u5f0f\u3092\u58f2\u8cb7\u3059\u308b\u305f\u3081\u306e\u53d6\u5f15\u6226\u7565\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3055\u308c\u305f\u53d6\u5f15:zipline\u3084Backtrader\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u682a\u5f0f\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1<\/li>\n<\/ol>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3092\u5b8c\u4e86\u3057\u305f\u5f8c\u3001\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3057\u3066\u8a55\u4fa1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 FinRL\u3067\u306f\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30bf\u30fc\u30f3\u3001\u30ea\u30b9\u30af\u6307\u6a19\u3001\u53d6\u5f15\u6570\u3001\u52dd\u7387\u306a\u3069\u306e\u8a08\u7b97\u3092\u542b\u3080\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u3092\u307e\u3068\u3081\u308b\u3068\u3001\u74b0\u5883\u69cb\u7bc9(\u30c8\u30ec\u30fc\u30c9\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc)\u306e\u8a73\u3057\u3044\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u524d\u306b\u3001\u5b9f\u969b\u306e\u682a\u5f0f\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u5bfe\u5fdc\u3059\u308b\u30c7\u30fc\u30bf\u3068\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u53d6\u5f15\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3057\u305f\u5f8c\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3057\u3001\u3088\u308a\u826f\u3044\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u9078\u629e\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u9078\u629e\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306f\u3001\u6700\u9069\u306a\u884c\u52d5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u74b0\u5883\u72b6\u614b\u3092\u53d7\u3051\u53d6\u308a\u3001\u6700\u5927\u306e\u7d2f\u7a4d\u5831\u916c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3001\u611f\u77e5\u3001\u610f\u601d\u6c7a\u5b9a\u3001\u5b9f\u884c\u80fd\u529b\u3092\u6301\u3064\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u6307\u3057\u307e\u3059\u3002 FinRL\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001Q\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u57fa\u3065\u304f\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3059\u308b\u3053\u3068\u3082\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u306a\u3069\u306e\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u304f\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a2d\u8a08\u3067\u306f\u3001\u6b21\u306e\u5074\u9762\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>\u30b9\u30c6\u30fc\u30bf\u30b9\u8868\u73fe:\u3064\u307e\u308a\u3001\u3069\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u6307\u6a19\u3084\u682a\u4fa1\u30c7\u30fc\u30bf\u304c\u4f7f\u7528\u3055\u308c\u308b\u304b\u306a\u3069\u3001\u74b0\u5883\u306e\u72b6\u614b\u304c\u3069\u306e\u3088\u3046\u306b\u8868\u73fe\u3055\u308c\u308b\u304b\u3002<\/li>\n\n\n\n<li>\u30a2\u30af\u30b7\u30e7\u30f3\u9078\u629e:\u3064\u307e\u308a\u3001\u682a\u4fa1\u4e88\u6e2c\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u3001\u6700\u9069\u306a\u682a\u5f0f\u58f2\u8cb7\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:\u3064\u307e\u308a\u3001Q\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069\u306e\u9069\u5207\u306a\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u5316: \u5b66\u7fd2\u7387\u3001\u30d0\u30c3\u30c1 \u30b5\u30a4\u30ba\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u306a\u3069\u306e\u30e2\u30c7\u30eb\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30e2\u30c7\u30eb\u9078\u629e<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3068\u304d\u306f\u3001\u6b21\u306e\u5074\u9762\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>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa:\u3064\u307e\u308a\u3001\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3001\u305f\u3068\u3048\u3070\u3001DQN\u306f\u96e2\u6563\u30a2\u30af\u30b7\u30e7\u30f3\u30b9\u30da\u30fc\u30b9\u306e\u51e6\u7406\u306b\u9069\u3057\u3066\u304a\u308a\u3001PPO\u306f\u9023\u7d9a\u30a2\u30af\u30b7\u30e7\u30f3\u30b9\u30da\u30fc\u30b9\u306e\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30b9\u30b1\u30fc\u30eb:\u3064\u307e\u308a\u3001\u30c7\u30fc\u30bf\u30b9\u30b1\u30fc\u30eb\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3001\u305f\u3068\u3048\u3070\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5834\u5408\u3001\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u52a0\u901f\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u52b9\u679c:\u3064\u307e\u308a\u3001DQN\u304c\u30d3\u30c7\u30aa\u30b2\u30fc\u30e0\u30bf\u30b9\u30af\u306e\u51e6\u7406\u306b\u512a\u308c\u3001PPO\u304c\u9023\u7d9a\u5236\u5fa1\u30bf\u30b9\u30af\u306e\u51e6\u7406\u306b\u512a\u308c\u3066\u3044\u308b\u306a\u3069\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8aac\u660e\u53ef\u80fd\u6027: \u3064\u307e\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30c7\u30d0\u30c3\u30b0\u304a\u3088\u3073\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u7406\u89e3\u3068\u89e3\u91c8\u304c\u5bb9\u6613\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u305f\u5f8c\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3066\u8a55\u4fa1\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u3059\u3002 FinRL \u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306b Stable-Baselines3 \u3084 PyTorch \u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3001\u53d6\u5f15\u6226\u7565\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1\u306b Pyfolio \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u9078\u629e\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u3092\u614e\u91cd\u306b\u9078\u629e\u3057\u3066\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u3092\u5b9f\u884c\u3057\u3066\u3001\u3088\u308a\u826f\u3044\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30ea\u30bf\u30fc\u30f3\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u6226\u7565\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565<\/li>\n<\/ol>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u3068\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306e\u74b0\u5883\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u5f93\u3063\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3069\u306e\u3088\u3046\u306b\u5b66\u7fd2\u3057\u3001\u6700\u9069\u5316\u3059\u308b\u304b\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002 FinRL \u3067\u306f\u3001PPO\u3001DQN \u306a\u3069\u306e Stable-Baselines3 \u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u5229\u7528\u53ef\u80fd\u306a\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u306e\u8a2d\u8a08\u3067\u306f\u3001\u6b21\u306e\u5074\u9762\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>\u5831\u916c\u95a2\u6570:\u3064\u307e\u308a\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u53ce\u76ca\u7387\u3084\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30b3\u30b9\u30c8\u306a\u3069\u306e\u8981\u56e0\u306b\u5f93\u3063\u3066\u5831\u916c\u95a2\u6570\u3092\u8a2d\u8a08\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u6700\u9069\u306a\u6226\u7565\u3092\u5b66\u7fd2\u3059\u308b\u3088\u3046\u306b\u52d5\u6a5f\u4ed8\u3051\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30dd\u30ea\u30b7\u30fc\u306e\u66f4\u65b0:\u3064\u307e\u308a\u3001\u5831\u916c\u30b7\u30b0\u30ca\u30eb\u3068\u74b0\u5883\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306b\u57fa\u3065\u3044\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6226\u7565\u3092\u66f4\u65b0\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc: \u3064\u307e\u308a\u3001\u5b66\u7fd2\u7387\u3001\u30d0\u30c3\u30c1 \u30b5\u30a4\u30ba\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u306a\u3069\u306e\u9069\u5207\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u9078\u629e\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u74b0\u5883\u69cb\u6210:\u682a\u5f0f\u53d6\u5f15\u306e\u30b7\u30ca\u30ea\u30aa\u3084\u30c7\u30fc\u30bf\u7279\u6027\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u72b6\u614b\u8868\u73fe\u3084\u30a2\u30af\u30b7\u30e7\u30f3\u7a7a\u9593\u3092\u9078\u629e\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u52b9\u7387\u3084\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30dd\u30ea\u30b7\u30fc\u3092\u8a55\u4fa1\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u8a55\u4fa1\u6226\u7565\u3068\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u6226\u7565\u3092\u8a55\u4fa1\u3057\u3066\u6bd4\u8f03\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002 FinRL\u3067\u306f\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u53d6\u5f15\u6226\u7565\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1\u3001\u8907\u6570\u306e\u30ea\u30b9\u30af\u6307\u6a19\u3001\u5229\u56de\u308a\u3001\u53d6\u5f15\u6570\u306a\u3069\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8a55\u4fa1\u6226\u7565\u306e\u8a2d\u8a08\u3067\u306f\u3001\u6b21\u306e\u5074\u9762\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>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf:\u3064\u307e\u308a\u3001\u5b9f\u969b\u306e\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u306e\u5909\u5316\u3068\u5909\u52d5\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u3001\u9069\u5207\u306a\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u671f\u9593\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u8a55\u4fa1\u6307\u6a19:\u3064\u307e\u308a\u3001\u53d6\u5f15\u6226\u7565\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u53cd\u6620\u3059\u308b\u305f\u3081\u306b\u3001\u30b7\u30e3\u30fc\u30d7\u30ec\u30b7\u30aa\u3001\u6700\u5927\u30c9\u30ed\u30fc\u30c0\u30a6\u30f3\u3001\u60c5\u5831\u6bd4\u7387\u306a\u3069\u306e\u9069\u5207\u306a\u8a55\u4fa1\u6307\u6a19\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u7d71\u8a08\u7684\u6709\u610f\u6027:\u3064\u307e\u308a\u3001\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u7d50\u679c\u306e\u7d71\u8a08\u7684\u6709\u610f\u6027\u306b\u57fa\u3065\u3044\u3066\u53d6\u5f15\u6226\u7565\u306e\u4fe1\u983c\u6027\u3068\u6709\u52b9\u6027\u3092\u5224\u65ad\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30ea\u30bf\u30fc\u30f3:\u3064\u307e\u308a\u3001\u3088\u308a\u826f\u3044\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u30ea\u30bf\u30fc\u30f3\u306b\u5fdc\u3058\u3066\u30c8\u30ec\u30fc\u30c7\u30a3\u30f3\u30b0\u6226\u7565\u3092\u6bd4\u8f03\u304a\u3088\u3073\u9078\u629e\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3088\u308a\u826f\u3044\u53d6\u5f15\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u8a55\u4fa1\u6226\u7565\u3092\u614e\u91cd\u306b\u8a2d\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u306e\u5358\u4e00\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u6226\u95d8\u4e8b\u4ef6\u306e\u5358\u4e00\u682a\u53d6\u5f15\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u5358\u4e00\u306e\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3092\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u5358\u4e00\u306e\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u5358\u4e00\u306e\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u524d\u306b\u3001\u72b6\u614b\u7a7a\u9593\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u7a7a\u9593\u3001\u5831\u916c\u95a2\u6570\u3092\u542b\u3080\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Gym\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u9069\u3057\u305f\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001pandas-datareader \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b pandas \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u305f\u5f8c\u3001\u73fe\u5728\u306e\u682a\u4fa1\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u682a\u5f0f\u3092\u58f2\u8cb7\u3059\u308b\u6c7a\u5b9a\u3092\u751f\u6210\u3059\u308b\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u682a\u4fa1\u306e\u5909\u5316\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u3092\u4e88\u6e2c\u3057\u3001\u3053\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u53d6\u5f15\u6226\u7565\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30c7\u30e2\u53d6\u5f15<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001zipline\u3084Backtrader\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u306a\u3069\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3057\u3066\u8a55\u4fa1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5229\u56de\u308a\u3001\u30ea\u30b9\u30af\u6307\u6a19\u3001\u53d6\u5f15\u6570\u3001\u52dd\u7387\u306a\u3069\u306e\u8a08\u7b97\u3092\u542b\u3080\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u5b9f\u969b\u306e\u6226\u95d8\u4e8b\u4ef6\u306e\u5358\u4e00\u682a\u53d6\u5f15\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u5358\u4e00\u306e\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u679c\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3059\u3002 \u5358\u4e00\u306e\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3088\u308a\u826f\u3044\u53d6\u5f15\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u53d6\u5f15\u6226\u7565\u306e\u8a2d\u8a08\u306a\u3069\u306e\u5074\u9762\u3092\u614e\u91cd\u306b\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5b9f\u52d9\u4e8b\u4f8b\u306e\u30de\u30eb\u30c1\u30b9\u30c8\u30c3\u30af\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u5834\u5408\u306e\u30de\u30eb\u30c1\u30b9\u30c8\u30c3\u30af\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u8907\u6570\u306e\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3059\u3002 \u30de\u30eb\u30c1\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u306e\u69cb\u7bc9\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u8907\u6570\u9298\u67c4\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u524d\u306b\u3001\u72b6\u614b\u7a7a\u9593\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u7a7a\u9593\u3001\u5831\u916c\u95a2\u6570\u306a\u3069\u306e\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Gym\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" 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start=\"3\">\n<li>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u305f\u5f8c\u3001\u73fe\u5728\u306e\u682a\u4fa1\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u682a\u5f0f\u3092\u58f2\u8cb7\u3059\u308b\u6c7a\u5b9a\u3092\u751f\u6210\u3059\u308b\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u682a\u4fa1\u306e\u5909\u5316\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u3092\u4e88\u6e2c\u3057\u3001\u3053\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u53d6\u5f15\u6226\u7565\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6700\u9069\u5316\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6700\u9069\u5316\u3057\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u5168\u4f53\u306e\u30ea\u30bf\u30fc\u30f3\u3068\u5b89\u5b9a\u6027\u3092\u6700\u5927\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Markowitz\u30e2\u30c7\u30eb\u3001\u6700\u5c0f\u5206\u6563\u30e2\u30c7\u30eb\u3001\u5e73\u5747\u5206\u6563\u30e2\u30c7\u30eb\u306a\u3069\u306e\u7d44\u307f\u5408\u308f\u305b\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30c7\u30e2\u53d6\u5f15<\/li>\n<\/ol>\n\n\n\n<p>\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6700\u9069\u5316\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001zipline\u3084Backtrader\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u306a\u3069\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3057\u3066\u8a55\u4fa1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5229\u56de\u308a\u3001\u30ea\u30b9\u30af\u6307\u6a19\u3001\u53d6\u5f15\u6570\u3001\u52dd\u7387\u306a\u3069\u306e\u8a08\u7b97\u3092\u542b\u3080\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u306b\u304a\u3051\u308b\u8907\u6570\u306e\u682a\u5f0f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6700\u9069\u5316\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30de\u30eb\u30c1\u30b9\u30c8\u30c3\u30af\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6709\u52b9\u6027\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3059\u3002 \u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5b9f\u52d9\u4e8b\u4f8b\u306e\u9ad8\u983b\u5ea6\u30c8\u30ec\u30fc\u30c9\u6226\u7565\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3067\u306e\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3092\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u524d\u306b\u3001\u72b6\u614b\u7a7a\u9593\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u7a7a\u9593\u3001\u5831\u916c\u95a2\u6570\u3092\u542b\u3080\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Gym\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u9069\u3057\u305f\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001pandas-datareader \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b pandas \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u305f\u5f8c\u3001\u73fe\u5728\u306e\u682a\u4fa1\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u682a\u5f0f\u3092\u58f2\u8cb7\u3059\u308b\u6c7a\u5b9a\u3092\u751f\u6210\u3059\u308b\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u682a\u4fa1\u306e\u5909\u5316\u3084\u53d6\u5f15\u30b7\u30b0\u30ca\u30eb\u306a\u3069\u306e\u60c5\u5831\u3092\u4e88\u6e2c\u3057\u3001\u3053\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u53d6\u5f15\u6226\u7565\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30c7\u30e2\u53d6\u5f15<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u6226\u7565\u3092\u5b9a\u7fa9\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u306f\u3088\u308a\u9ad8\u3044\u53d6\u5f15\u983b\u5ea6\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u53d6\u5f15\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3059\u308b\u306a\u3069\u3001\u3088\u308a\u9ad8\u901f\u306a\u53d6\u5f15\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3001\u53d6\u5f15\u30d7\u30ed\u30bb\u30b9\u3092\u6700\u9069\u5316\u3057\u3066\u53d6\u5f15\u901f\u5ea6\u3068\u52b9\u7387\u3092\u9ad8\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u305f\u5f8c\u3001\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3057\u3066\u8a55\u4fa1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5229\u56de\u308a\u3001\u30ea\u30b9\u30af\u6307\u6a19\u3001\u53d6\u5f15\u6570\u3001\u52dd\u7387\u306a\u3069\u306e\u8a08\u7b97\u3092\u542b\u3080\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u53d6\u5f15\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u4e0a\u8a18\u306f\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3067\u306e\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306bFinRL\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6709\u52b9\u6027\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3059\u3002 \u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u53d6\u5f15\u306e\u52b9\u7387\u3068\u6b63\u78ba\u6027\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u9ad8\u3044\u53d6\u5f15\u983b\u5ea6\u3068\u3088\u308a\u9ad8\u901f\u306a\u53d6\u5f15\u30b7\u30b9\u30c6\u30e0\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u306e\u9298\u67c4\u9078\u5b9a\u6226\u7565\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u306e\u9298\u67c4\u9078\u629e\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u3092\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u307e\u3059\u3002 \u5728\u5eab\u30d4\u30c3\u30ad\u30f3\u30b0\u6226\u7565\u306e\u69cb\u7bc9\u306b\u5f79\u7acb\u3064\u3044\u304f\u3064\u304b\u306e\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u524d\u306b\u3001\u72b6\u614b\u7a7a\u9593\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u7a7a\u9593\u3001\u5831\u916c\u95a2\u6570\u3092\u542b\u3080\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Gym\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u682a\u4fa1\u30fb\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30ba\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/li>\n<\/ol>\n\n\n\n<p>\u5f37\u5316\u5b66\u7fd2\u74b0\u5883\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u7279\u5fb4\u91cf\u5de5\u5b66\u306e\u305f\u3081\u306e\u9069\u5207\u306a\u682a\u4fa1\u3068\u57fa\u790e\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001pandas-datareader\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001pandas\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u8ca1\u52d9\u6307\u6a19\u3001\u5e02\u5834\u60c5\u5831\u3001\u696d\u754c\u30c7\u30fc\u30bf\u306a\u3069\u306e\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30c7\u30fc\u30bf\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u9298\u67c4\u9078\u629e\u6226\u7565\u306e\u5b9a\u7fa9<\/li>\n<\/ol>\n\n\n\n<p>\u682a\u4fa1\u3084\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30ba\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u305f\u4e0a\u3067\u3001\u682a\u4fa1\u3084\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30ba\u30c7\u30fc\u30bf\u306a\u3069\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u3001\u6295\u8cc7\u76ee\u7684\u3084\u6295\u8cc7\u30b9\u30bf\u30a4\u30eb\u306b\u5408\u3063\u305f\u9298\u67c4\u3092\u9078\u5b9a\u3059\u308b\u3068\u3044\u3046\u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u682a\u4fa1\u5909\u52d5\u3084\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u30ba\u30c7\u30fc\u30bf\u306a\u3069\u306e\u60c5\u5831\u3092\u4e88\u6e2c\u3057\u3001\u3053\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u9298\u67c4\u3092\u9078\u629e\u3057\u3066\u6295\u8cc7\u76ee\u6a19\u3084\u30b9\u30bf\u30a4\u30eb\u3092\u9054\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30c7\u30e2\u53d6\u5f15<\/li>\n<\/ol>\n\n\n\n<p>\u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u5b9a\u7fa9\u3057\u305f\u3089\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001zipline\u3084Backtrader\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3001\u53d6\u5f15\u624b\u6570\u6599\u3001\u30dd\u30b8\u30b7\u30e7\u30f3\u306a\u3069\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u8a55\u4fa1<\/li>\n<\/ol>\n\n\n\n<p>\u53d6\u5f15\u30b7\u30ca\u30ea\u30aa\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u305f\u5f8c\u3001\u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3057\u3066\u8a55\u4fa1\u3057\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Pyfolio\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30bf\u30fc\u30f3\u3001\u30ea\u30b9\u30af\u6307\u6a19\u3001\u53d6\u5f15\u6570\u3001\u52dd\u7387\u306a\u3069\u306e\u8a08\u7b97\u3092\u542b\u3080\u3001\u682a\u5f0f\u30d4\u30c3\u30ad\u30f3\u30b0\u6226\u7565\u3092\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u304a\u3088\u3073\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u5b9f\u969b\u306e\u30b1\u30fc\u30b9\u306e\u9298\u67c4\u9078\u629e\u6226\u7565\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u5728\u5eab\u30d4\u30c3\u30ad\u30f3\u30b0\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6709\u52b9\u6027\u3092\u5b9f\u8a3c\u3067\u304d\u307e\u3059\u3002 \u9298\u67c4\u9078\u629e\u6226\u7565\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u3088\u308a\u826f\u3044\u9298\u67c4\u9078\u629e\u30ea\u30bf\u30fc\u30f3\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u9298\u67c4\u9078\u629e\u6226\u7565\u306e\u8a2d\u8a08\u306a\u3069\u306e\u5074\u9762\u3092\u614e\u91cd\u306b\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30e2\u30c7\u30eb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u9078\u629e\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3059\u308b<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u3001\u30e2\u30c7\u30eb\u8abf\u6574\u306e\u305f\u3081\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u9078\u629e\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u30e2\u30c7\u30eb\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8abf\u6574\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u306f\u3001\u5b66\u7fd2\u7387\u3001\u30ec\u30a4\u30e4\u30fc\u6570\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u6570\u306a\u3069\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u524d\u306b\u4e8b\u524d\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6307\u3057\u307e\u3059\u3002 \u9069\u5207\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u306b\u3068\u3063\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>FinRL \u3067\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u691c\u7d22\u3001\u30e9\u30f3\u30c0\u30e0\u691c\u7d22\u3001\u30d9\u30a4\u30ba\u6700\u9069\u5316\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8abf\u6574\u3057\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u9078\u629e\u80a2\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b66\u7fd2\u7387<\/li>\n<\/ol>\n\n\n\n<p>\u5b66\u7fd2\u7387\u3068\u306f\u3001\u30e2\u30c7\u30eb \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u66f4\u65b0\u6642\u306b\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u66f4\u65b0\u3092\u5236\u5fa1\u3059\u308b\u30b9\u30c6\u30c3\u30d7 \u30b5\u30a4\u30ba\u3092\u6307\u3057\u307e\u3059\u3002 \u5b66\u7fd2\u7387\u304c\u5c0f\u3055\u3059\u304e\u308b\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u9045\u304f\u306a\u308a\u3001\u5b66\u7fd2\u7387\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u305f\u3081\u3001\u5b66\u7fd2\u7387\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30cb\u30e5\u30fc\u30ed\u30f3\u6570(\u30cb\u30e5\u30fc\u30ed\u30f3)<\/li>\n<\/ol>\n\n\n\n<p>\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u6570\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5404\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u6570\u3092\u6307\u3057\u307e\u3059\u3002 \u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u5c11\u306a\u3059\u304e\u308b\u3068\u4e0d\u9069\u5408\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u591a\u3059\u304e\u308b\u3068\u904e\u5270\u9069\u5408\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u6570\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30ec\u30a4\u30e4\u30fc\u6570<\/li>\n<\/ol>\n\n\n\n<p>\u5c64\u306e\u6570\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u5c64\u306e\u6570\u3092\u6307\u3057\u307e\u3059\u3002 \u30ec\u30a4\u30e4\u30fc\u304c\u5c11\u306a\u3059\u304e\u308b\u3068\u30e2\u30c7\u30eb\u304c\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c8\u3057\u3001\u30ec\u30a4\u30e4\u30fc\u304c\u591a\u3059\u304e\u308b\u3068\u30e2\u30c7\u30eb\u304c\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c8\u3059\u308b\u305f\u3081\u3001\u30ec\u30a4\u30e4\u30fc\u6570\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/li>\n<\/ol>\n\n\n\n<p>\u30d0\u30c3\u30c1 \u30b5\u30a4\u30ba\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3092\u6307\u3057\u307e\u3059\u3002 \u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3059\u304e\u308b\u3068\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u9045\u304f\u306a\u308a\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306b\u3088\u3063\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u305f\u3081\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u6b63\u5247\u5316\u30d1\u30e9\u30e1\u30fc\u30bf<\/li>\n<\/ol>\n\n\n\n<p>\u6b63\u5247\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c8\u306e\u5f71\u97ff\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306b\u6b63\u5247\u5316\u9805\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u6b63\u5247\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5c0f\u3055\u3059\u304e\u308b\u3068\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c8\u306b\u3064\u306a\u304c\u308a\u3001\u6b63\u5247\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u904e\u5c0f\u9069\u5408\u306b\u3064\u306a\u304c\u308b\u305f\u3081\u3001\u9069\u5207\u306a\u6b63\u5247\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u9078\u629e\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3055\u307e\u3056\u307e\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8abf\u6574\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5b89\u5b9a\u6027\u3092\u6700\u5927\u9650\u306b\u9ad8\u3081\u308b\u305f\u3081\u306b\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u614e\u91cd\u306b\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u8abf\u6574\u306e\u305f\u3081\u306e\u30e2\u30c7\u30eb\u8abf\u6574\u624b\u6cd5\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3059\u308b<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u8abf\u6574\u306e\u305f\u3081\u306e\u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u6a5f\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u62e1\u5f35\u3001\u6b63\u5247\u5316\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30e2\u30c7\u30eb\u69cb\u9020\u306a\u3069\u306e\u5074\u9762\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 FinRL \u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30d2\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3057\u3001\u3088\u308a\u826f\u3044\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u6700\u9069\u5316\u306e\u30d2\u30f3\u30c8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u62e1\u5f35<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u62e1\u5f35\u3068\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306b\u30ce\u30a4\u30ba\u3084\u6b6a\u307f\u306a\u3069\u306e\u64cd\u4f5c\u3092\u8ffd\u52a0\u3057\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u62e1\u5f35\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3068\u5805\u7262\u6027\u304c\u5411\u4e0a\u3057\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c8\u306e\u5f71\u97ff\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u672c\u683c\u5316<\/li>\n<\/ol>\n\n\n\n<p>\u6b63\u5247\u5316\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306b\u6b63\u5247\u5316\u9805\u3092\u8ffd\u52a0\u3057\u3066\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c8\u306e\u5f71\u97ff\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3059\u3002 \u4e00\u822c\u7684\u306a\u6b63\u5247\u5316\u65b9\u6cd5\u306b\u306f\u3001L1 \u6b63\u5247\u5316\u3068 L2 \u6b63\u5247\u5316\u304c\u3042\u308a\u307e\u3059\u3002 \u6b63\u5247\u5316\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u3068\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306f\u3001\u78ba\u7387\u7684\u52fe\u914d\u964d\u4e0b\u6cd5\u3001\u30a2\u30c0\u30e0\u3001\u30a2\u30c0\u30b0\u30e9\u30fc\u30c9\u306a\u3069\u306e\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6307\u3057\u307e\u3059\u3002 \u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7570\u306a\u308c\u3070\u9577\u6240\u3068\u77ed\u6240\u3082\u7570\u306a\u308b\u305f\u3081\u3001\u9069\u5207\u306a\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u30e2\u30c7\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/li>\n<\/ol>\n\n\n\n<p>\u30e2\u30c7\u30eb\u69cb\u9020\u3068\u306f\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6307\u3057\u307e\u3059\u3002 \u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u69cb\u9020\u304c\u3055\u307e\u3056\u307e\u306a\u554f\u984c\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30e2\u30c7\u30eb\u69cb\u9020\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/li>\n<\/ol>\n\n\n\n<p>\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb \u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u80fd\u529b\u3068\u5805\u7262\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u6700\u9069\u5316\u306e\u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u3092\u6539\u5584\u3057\u3001\u3088\u308a\u826f\u3044\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u6700\u9069\u5316\u624b\u6cd5\u3067\u306f\u3001\u7279\u5b9a\u306e\u554f\u984c\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u8abf\u6574\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u3092\u8a73\u3057\u304f\u8aac\u660e\u3059\u308b<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u3068\u30e2\u30c7\u30eb\u8abf\u6574\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u6bd4\u8f03\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u306f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4e0a\u306e\u7570\u306a\u308b\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u901f\u5ea6\u306e\u9055\u3044\u3092\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u6a5f\u80fd\u3092\u8a55\u4fa1\u3057\u3001\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u6c7a\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u822c\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c6\u30b9\u30c8<\/li>\n<\/ol>\n\n\n\n<p>\u30e2\u30c7\u30eb \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9 \u30c6\u30b9\u30c8\u3067\u306f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u7570\u306a\u308b\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3001\u7cbe\u5ea6\u3001\u518d\u73fe\u7387\u3001F1 \u30b9\u30b3\u30a2\u306a\u3069\u306e\u89b3\u70b9\u304b\u3089\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u6df7\u540c\u884c\u5217\u3001ROC \u66f2\u7dda\u3001AUC \u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u8a55\u4fa1\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b9\u30d4\u30fc\u30c9\u30c6\u30b9\u30c8<\/li>\n<\/ol>\n\n\n\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u30c6\u30b9\u30c8\u3067\u306f\u3001\u7570\u306a\u308b\u30e2\u30c7\u30eb\u304c\u540c\u3058\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306e\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001TensorFlow \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u3084 PyTorch \u30d7\u30ed\u30d5\u30a1\u30a4\u30e9\u30fc\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8981\u4ef6\u306e\u30c6\u30b9\u30c8<\/li>\n<\/ol>\n\n\n\n<p>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u8981\u4ef6\u306e\u30c6\u30b9\u30c8\u3067\u306f\u3001\u540c\u3058\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u74b0\u5883\u3067\u7570\u306a\u308b\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u901f\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001NVIDIA GPU\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3084MLPerf\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u901f\u5ea6\u3092\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u30e2\u30c7\u30eb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3068\u30e2\u30c7\u30eb\u6bd4\u8f03\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6c4e\u5316\u6a5f\u80fd\u3092\u8a55\u4fa1\u3057\u3001\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u6c7a\u5b9a\u3067\u304d\u307e\u3059\u3002 \u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3001\u7d50\u679c\u306e\u6b63\u78ba\u6027\u3068\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u9069\u5207\u306a\u8a55\u4fa1\u6307\u6a19\u3068\u30c6\u30b9\u30c8\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30e2\u30c7\u30eb\u5c55\u958b\u3068\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u3068\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u306f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 FinRL \u3067\u306f\u3001TensorFlow \u30b5\u30fc\u30d3\u30f3\u30b0\u3084 PyTorch Hub \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u306f\u3001\u65e2\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u305b\u305a\u306b\u518d\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002 FinRL \u3067\u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u304a\u3088\u3073\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3057\u3066\u3001\u4e88\u6e2c\u3084\u63a8\u8ad6\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002 FinRL \u3067\u306f\u3001Python \u306e pickle \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3057\u3001\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u304d\u306b\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080<\/li>\n<\/ol>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u30e1\u30e2\u30ea\u306b\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002 FinRL \u3067\u306f\u3001pickle \u30e2\u30b8\u30e5\u30fc\u30eb\u306e load \u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30e2\u30c7\u30eb\u5f62\u5f0f\u306e\u5909\u63db<\/li>\n<\/ol>\n\n\n\n<p>\u30e2\u30c7\u30eb\u5f62\u5f0f\u306e\u5909\u63db\u3068\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u74b0\u5883\u3067\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u3042\u308b\u5f62\u5f0f\u304b\u3089\u5225\u306e\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3059\u3002 FinRL \u3067\u306f\u3001ONNX \u3084 TensorFlow Lite \u306a\u3069\u306e\u30e2\u30c7\u30eb\u5f62\u5f0f\u3092\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u3044\u304f\u3064\u304b\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5c55\u958b\u3068\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u304a\u3088\u3073\u8aad\u307f\u8fbc\u307f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u3068\u8aad\u307f\u8fbc\u307f\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u5f62\u5f0f\u3001\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306a\u3069\u306e\u8981\u7d20\u3092\u614e\u91cd\u306b\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30e2\u30c7\u30eb\u5c55\u958b\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf \u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306f\u3001\u904b\u7528\u74b0\u5883\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e 2 \u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u3067\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u306f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u4e00\u65b9\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf \u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3068\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FinRL \u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u65b9\u6cd5\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>RESTful API<\/li>\n<\/ol>\n\n\n\n<p>RESTful API \u306f\u3001\u5916\u90e8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30e2\u30c7\u30eb\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u63d0\u4f9b\u3059\u308b Web \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 FinRL \u3067\u306f\u3001Flask \u3084 Django \u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066 RESTful API \u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 POST \u8981\u6c42\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092 API \u306b\u6e21\u3059\u3068\u3001API \u306f\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u306b\u6e21\u3057\u3001\u7d50\u679c\u3092\u8981\u6c42\u5143\u306b\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30a2\u30d1\u30c3\u30c1\u30fb\u30ab\u30d5\u30ab<\/li>\n<\/ol>\n\n\n\n<p>Apache Kafka \u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u5206\u6563\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 FinRL \u3067\u306f\u3001Kafka \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u53d7\u4fe1\u3057\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Kafka \u306e API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30d7\u30ed\u30c7\u30e5\u30fc\u30b5\u30fc\u3068\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u30fc\u306e\u4f5c\u6210\u3001\u30d7\u30ed\u30c7\u30e5\u30fc\u30b5\u30fc\u304b\u3089 Kafka \u3078\u306e\u30c7\u30fc\u30bf\u306e\u9001\u4fe1\u3001Kafka \u304b\u3089\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u30e2\u30c7\u30eb\u3078\u306e\u53d7\u3051\u6e21\u3057\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u30c6\u30a3\u30c3\u30ab\u30fc<\/li>\n<\/ol>\n\n\n\n<p>MQTT \u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3059\u308b\u305f\u3081\u306e\u8efd\u91cf\u306e\u30d1\u30d6\u30ea\u30c3\u30b7\u30e5\/\u30b5\u30d6\u30b9\u30af\u30e9\u30a4\u30d6\u30d7\u30ed\u30c8\u30b3\u30eb\u3067\u3059\u3002 FinRL \u3067\u306f\u3001MQTT \u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u53d7\u4fe1\u3057\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 MQTT \u306e API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30d1\u30d6\u30ea\u30c3\u30b7\u30e3\u30fc\u3068\u30b5\u30d6\u30b9\u30af\u30e9\u30a4\u30d0\u30fc\u306e\u4f5c\u6210\u3001\u30d1\u30d6\u30ea\u30c3\u30b7\u30e3\u30fc\u304b\u3089 MQTT \u3078\u306e\u30c7\u30fc\u30bf\u306e\u9001\u4fe1\u3001MQTT \u304b\u3089\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3001\u30e2\u30c7\u30eb\u3078\u306e\u30c7\u30fc\u30bf\u306e\u53d7\u3051\u6e21\u3057\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30e2\u30c7\u30eb\u5c55\u958b\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u5c55\u958b\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u5f62\u5f0f\u3001\u4f1d\u9001\u901f\u5ea6\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30ba\u306a\u3069\u306e\u8981\u7d20\u3092\u614e\u91cd\u306b\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u9069\u7528\u3068\u76e3\u8996\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u4ee5\u4e0b\u306f\u30e2\u30c7\u30eb\u306e\u9069\u7528\u3068\u76e3\u8996\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u76e3\u8996\u306f\u3001\u904b\u7528\u74b0\u5883\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e 2 \u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u3067\u3059\u3002 \u30e2\u30c7\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u306f\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002 \u76e3\u8996\u3068\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4f4e\u4e0b\u3084\u7570\u5e38\u306a\u52d5\u4f5c\u3092\u691c\u51fa\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>FinRL \u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u3001\u30e2\u30c7\u30eb\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u76e3\u8996\u65b9\u6cd5\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f10\u63a1<\/li>\n<\/ol>\n\n\n\n<p>\u30ed\u30b0\u8a18\u9332\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u4e2d\u306b\u30ed\u30b0\u3092\u4fdd\u6301\u3057\u3001\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306b\u8868\u793a\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002 FinRL \u3067\u306f\u3001Python \u306e\u30ed\u30ae\u30f3\u30b0\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30ec\u30b3\u30fc\u30c9\u3092\u30ed\u30b0\u306b\u8a18\u9332\u3067\u304d\u307e\u3059\u3002 \u30ed\u30b0\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3057\u3001\u30ed\u30b0\u3092\u5b9a\u671f\u7684\u306b\u30c1\u30a7\u30c3\u30af\u3057\u3066\u7570\u5e38\u306a\u52d5\u4f5c\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u76e3\u8996<\/li>\n<\/ol>\n\n\n\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u76e3\u8996\u3068\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u4f4e\u4e0b\u3084\u7570\u5e38\u306a\u52d5\u4f5c\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u30e2\u30c7\u30eb\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3092\u6307\u3057\u307e\u3059\u3002 FinRL \u3067\u306f\u3001\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001TensorBoard \u3084 Prometheus \u306a\u3069\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3001\u901f\u5ea6\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u76e3\u8996\u3057\u3001\u8996\u899a\u7684\u306a\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u81ea\u52d5\u30c6\u30b9\u30c8<\/li>\n<\/ol>\n\n\n\n<p>\u81ea\u52d5\u30c6\u30b9\u30c8\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u524d\u306b\u81ea\u52d5\u30c6\u30b9\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002 FinRL \u306b\u306f\u3001pytest \u3084 unittest \u306a\u3069\u3001\u30c6\u30b9\u30c8\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c6\u30b9\u30c8 \u30b1\u30fc\u30b9\u3092\u8a18\u8ff0\u3057\u3001\u30c6\u30b9\u30c8\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3057\u3066\u30e2\u30c7\u30eb\u306e\u7570\u5e38\u306a\u52d5\u4f5c\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u3059\u308b\u306b\u3001\u4e0a\u8a18\u306f\u30e2\u30c7\u30eb\u306e\u9069\u7528\u3068\u76e3\u8996\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b FinRL \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u9069\u7528\u304a\u3088\u3073\u76e3\u8996\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u306e\u9069\u7528\u3068\u76e3\u8996\u306f\u5b9a\u671f\u7684\u306b\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u554f\u984c\u3092\u4fee\u6b63\u3059\u308b\u305f\u3081\u306b\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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=64&amp;q=75\" alt=\"\u8ecd\u4ead\"\/><\/figure>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30b9\u30ec\u30d3\u30e5\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u3053\u306e\u30b3\u30fc\u30b9\u30ec\u30d3\u30e5\u30fc\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30b9\u3067\u306f\u3001\u4e3b\u306bFinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u305f\u91d1\u878d\u5206\u91ce\u3067\u306e\u5f37\u5316\u5b66\u7fd2\u306e\u5fdc\u7528\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u3053\u306e\u30b3\u30fc\u30b9\u3067\u306f\u3001\u6b21\u306e\u3053\u3068\u3092\u5b66\u3073\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f37\u5316\u5b66\u7fd2\u306e\u6982\u8981: \u5f37\u5316\u5b66\u7fd2\u306e\u57fa\u672c\u6982\u5ff5\u3068\u5fdc\u7528\u5206\u91ce\u3001\u304a\u3088\u3073\u5f37\u5316\u5b66\u7fd2\u306e\u30b3\u30a2\u8981\u7d20\u3067\u3042\u308bMDP\u306e\u6982\u8981\u3002<\/li>\n\n\n\n<li>\u57fa\u672c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0:Q\u5b66\u7fd2\u3001DQN\u3001PPO\u306a\u3069\u306e\u5f37\u5316\u5b66\u7fd2\u306e\u57fa\u672c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u74b0\u5883\u69cb\u6210: Python \u74b0\u5883\u3092\u69cb\u6210\u3057\u3066 FinRL \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3068\u3001\u95a2\u9023\u3059\u308b\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0: \u8ca1\u52d9\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3057\u3066\u3001\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30ce\u30a4\u30ba\u3092\u4f4e\u6e1b\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u74b0\u5883\u8a2d\u5b9a: \u91d1\u878d\u53d6\u5f15\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u53d6\u5f15\u30b7\u30df\u30e5\u30ec\u30fc\u30bf\u30fc\u3068\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u306e\u9078\u629e: \u5f37\u5316\u5b66\u7fd2\u30bf\u30b9\u30af\u306b\u9069\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306e\u6226\u7565: \u5f37\u5316\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u8a55\u4fa1\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9f\u8df5\u7684\u306a\u30b1\u30fc\u30b9:\u5358\u4e00\u682a\u5f0f\u53d6\u5f15\u6226\u7565\u3001\u30de\u30eb\u30c1\u30b9\u30c8\u30c3\u30af\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u6226\u7565\u3001\u9ad8\u983b\u5ea6\u53d6\u5f15\u6226\u7565\u3001\u682a\u5f0f\u9078\u629e\u6226\u7565\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u5b9f\u7528\u7684\u306a\u30b1\u30fc\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u30e2\u30c7\u30eb\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3055\u3089\u306b\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3: \u3053\u3053\u3067\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u73fe\u5b9f\u4e16\u754c\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u4e88\u6e2c\u307e\u305f\u306f\u63a8\u8ad6\u306e\u305f\u3081\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u76e3\u8996\u3057\u3066\u5b9a\u671f\u7684\u306b\u7dad\u6301\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001\u4e0a\u8a18\u306f\u3053\u306e\u30b3\u30fc\u30b9\u30ec\u30d3\u30e5\u30fc\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3067\u3059\u3002 \u3053\u306e\u30b3\u30fc\u30b9\u3067\u306f\u3001\u91d1\u878d\u5206\u91ce\u3067\u306e\u5f37\u5316\u5b66\u7fd2\u306bFinRL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u7fd2\u5f97\u3057\u3001\u5b66\u3093\u3060\u77e5\u8b58\u3092\u5b9f\u969b\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u9069\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=1334\" 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