{"id":6635,"date":"2025-05-23T14:18:05","date_gmt":"2025-05-23T05:18:05","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6635"},"modified":"2025-06-02T11:38:53","modified_gmt":"2025-06-02T02:38:53","slug":"ai-customer-forecasting-framework","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/ai-customer-forecasting-framework\/","title":{"rendered":"AI\u3092\u6d3b\u7528\u3057\u305f\u5ba2\u6570\u4e88\u6e2c\u306e\u5b9f\u8df5 \u2013 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u6210\u529f\u306e\u30dd\u30a4\u30f3\u30c8"},"content":{"rendered":"\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u305f\u5ba2\u6570\u4e88\u6e2c\u306e\u53d6\u308a\u7d44\u307f\u306b\u3064\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u7acb\u5834\u304b\u3089\u5b9f\u969b\u306b\u691c\u8a3c\u3057\u305f\u5185\u5bb9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u304b\u3089\u904b\u7528\u307e\u3067\u306e\u6d41\u308c\u3092\u6574\u7406\u3057\u3001\u696d\u52d9\u3078\u306e\u9069\u7528\u53ef\u80fd\u6027\u3084\u6539\u5584\u52b9\u679c\u306b\u3064\u3044\u3066\u3001\u5b9f\u4f53\u9a13\u3092\u3082\u3068\u306b\u89e3\u8aac\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b<\/h2>\n1.1. \u5ba2\u6570\u4e88\u6e2c\u306e\u91cd\u8981\u6027<\/strong><\/span><\/b>\r\n

\u73fe\u4ee3\u306e\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u3067\u306f\u3001\u6d88\u8cbb\u8005\u306e\u884c\u52d5\u304c\u591a\u69d8\u5316\u30fb\u8907\u96d1\u5316\u3057\u3066\u304a\u308a\u3001\u5ba2\u6570\u306e\u5897\u6e1b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3068\u304f\u306b\u5c0f\u58f2\u5e97\u3084\u98f2\u98df\u5e97\u3001\u4ea4\u901a\u6a5f\u95a2\u3001\u89b3\u5149\u65bd\u8a2d\u306a\u3069\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/span><\/p>\r\n

\u30fb\u767a\u6ce8\u6700\u9069\u5316
\r\n<\/strong>\u3000\u98df\u6750\u3084\u5546\u54c1\u306e\u5728\u5eab\u3092\u904e\u4e0d\u8db3\u306a\u304f\u7ba1\u7406\u3057\u3001\u5ec3\u68c4\u30ed\u30b9\u3084\u6a5f\u4f1a\u640d\u5931\u3092\u4f4e\u6e1b <\/span>
\r\n\u30fb\u30b9\u30bf\u30c3\u30d5\u30b7\u30d5\u30c8\u306e\u6700\u9069\u5316
\r\n<\/strong>\u3000\u6765\u5ba2\u30d4\u30fc\u30af\u6642\u306b\u9069\u5207\u306a\u4eba\u54e1\u914d\u7f6e\u3092\u884c\u3044\u3001\u5f93\u696d\u54e1\u306e\u50cd\u304d\u3084\u3059\u3055\u3068\u9867\u5ba2\u6e80\u8db3\u5ea6\u3092\u4e21\u7acb <\/span>
\r\n\u30fb\u58f2\u4e0a\u4e88\u6e2c\u306e\u5411\u4e0a
\r\n<\/strong>\u3000\u5ba2\u6570\u30c7\u30fc\u30bf\u304b\u3089\u58f2\u4e0a\u52d5\u5411\u3092\u4e88\u6e2c\u3057\u3001\u53ce\u76ca\u8a08\u753b\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b <\/span>
\r\n\u30fb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u65bd\u7b56\u306e\u6539\u5584
\r\n<\/strong>\u3000\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3084\u5e83\u544a\u6295\u8cc7\u304c\u5ba2\u6570\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5b9a\u91cf\u7684\u306b\u628a\u63e1\u3057\u3001ROI\u3092\u6700\u5927\u5316<\/span><\/h6>\r\n

 <\/p>\r\n

\u5f93\u6765\u306f\u5e97\u8217\u30b9\u30bf\u30c3\u30d5\u306e\u7d4c\u9a13\u3084\u52d8\u306b\u4f9d\u5b58\u3057\u304c\u3061\u3067\u3057\u305f\u304c\u3001AI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u904e\u53bb\u306e\u6765\u5e97\u5c65\u6b74\u3001\u5929\u5019\u3084\u30a4\u30d9\u30f3\u30c8\u60c5\u5831\u306a\u3069\u306e\u5916\u90e8\u8981\u56e0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u9ad8\u7cbe\u5ea6\u306a\u4e88\u6e2c\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\r\n

<\/p>\n\n

AI\u3092\u7528\u3044\u305f\u5ba2\u6570\u4e88\u6e2c\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n2.1. CRISP-DM\uff08\u6a19\u6e96\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30bb\u30b9\uff09<\/strong><\/span><\/b>\r\n

AI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u660e\u78ba\u306a\u30d7\u30ed\u30bb\u30b9\u306b\u6cbf\u3063\u3066\u9032\u884c\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002 \u6700\u3082\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c CRISP-DM\uff08Cross-Industry Standard Process for Data Mining\uff09<\/strong> \u3067\u3059\u3002<\/span><\/p>\r\n

<\/p>\r\n

\"\"<\/span><\/p>\r\nCRISP-DM\u30d7\u30ed\u30bb\u30b9\u306e\u6982\u8981<\/span><\/b>\r\n\u2460 \u30d3\u30b8\u30cd\u30b9\u7406\u89e3\uff1a \u4f55\u306e\u305f\u3081\u306b\u4e88\u6e2c\u3092\u884c\u3046\u306e\u304b\u76ee\u7684\u3092\u5b9a\u7fa9\uff08\u4f8b\uff1a\u5ba2\u6570\u4e88\u6e2c\u306b\u3088\u308b\u30b7\u30d5\u30c8\u6700\u9069\u5316\uff09<\/span>
\r\n\u2461 \u30c7\u30fc\u30bf\u7406\u89e3\u3000\uff1a \u904e\u53bb\u306e\u6765\u5e97\u30c7\u30fc\u30bf\u3084\u5916\u90e8\u30c7\u30fc\u30bf\uff08\u5929\u5019\u30fb\u30a4\u30d9\u30f3\u30c8\u60c5\u5831\uff09\u3092\u5206\u6790<\/span>
\r\n\u2462 \u30c7\u30fc\u30bf\u6e96\u5099\u3000\uff1a \u6b20\u640d\u5024\u88dc\u5b8c\u3001\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u5909\u63db\u30fb\u6b63\u898f\u5316<\/span>
\r\n\u2463 \u30e2\u30c7\u30ea\u30f3\u30b0\u3000\uff1a \u7dda\u5f62\u56de\u5e30\u3001\u6c7a\u5b9a\u6728\u3001\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u3001LSTM\u306a\u3069\u8907\u6570\u624b\u6cd5\u3092\u8a66\u884c<\/span>
\r\n\u2464 \u8a55\u4fa1\u3000\u3000\u3000\u3000\uff1a MAPE\uff08\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u7387\uff09\u3084RMSE\uff08\u4e8c\u4e57\u5e73\u5747\u5e73\u65b9\u6839\u8aa4\u5dee\uff09\u306a\u3069\u3067\u4e88\u6e2c\u7cbe\u5ea6\u3092\u691c\u8a3c<\/span>
\r\n\u2465 \u5c55\u958b\u3000\u3000\u3000\u3000\uff1a \u5b66\u7fd2\u6e08\u30e2\u30c7\u30eb\u3092API\u5316\u307e\u305f\u306f\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u7d44\u307f\u8fbc\u307f\u3001\u672c\u756a\u74b0\u5883\u3067\u904b\u7528<\/span><\/b>\r\n

 <\/p>\r\n

CRISP-DM\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u6cbf\u3063\u3066\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u9032\u884c\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\r\n

 <\/p>\r\n

<\/span><\/p>\r\n2.2. MLOps\uff08\u30e2\u30c7\u30eb\u306e\u904b\u7528\u3068\u7d99\u7d9a\u7684\u6539\u5584\uff09<\/strong><\/span><\/b>\r\n

\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3044\u3066\u306f\u3001\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3060\u3051\u3067\u306a\u304f\u3001\u904b\u7528\u5f8c\u3082\u7d99\u7d9a\u7684\u306b\u7cbe\u5ea6\u3092\u7dad\u6301\u30fb\u6539\u5584\u3059\u308b\u4f53\u5236<\/strong>\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u306e\u304c MLOps\uff08Machine Learning Operations\uff09<\/strong> \u306e\u5f79\u5272\u3067\u3059\u3002<\/span><\/p>\r\n

MLOps\u306f\u3001\u30e2\u30c7\u30eb\u306e\u300c\u958b\u767a\u300d\u3068\u300c\u904b\u7528\u300d\u3092\u5206\u65ad\u305b\u305a\u3001\u4e00\u9023\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3068\u3057\u3066\u7d71\u5408\u7684\u306b\u7ba1\u7406\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u958b\u767a\u3067\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u3092\u904b\u7528\u74b0\u5883\u306b\u7d44\u307f\u8fbc\u307f\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u518d\u5b66\u7fd2\u3068\u30c7\u30d7\u30ed\u30a4\u3092\u81ea\u52d5\u7684\u306b\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u5909\u5316\u3059\u308b\u74b0\u5883\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/span>
\r\n\u7279\u306b\u3001\u5916\u90e8\u8981\u56e0\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u3044\u5ba2\u6570\u4e88\u6e2c\u30e2\u30c7\u30eb<\/strong>\u306b\u304a\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306eMLOps\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u304c\u52b9\u679c\u7684\u3067\u3059\uff1a<\/span>
\r\n<\/strong><\/span><\/p>\r\n1. \u30c7\u30fc\u30bf\u306e\u7d99\u7d9a\u7684\u53d6\u5f97
\r\n<\/strong>\u3000POS\u30b7\u30b9\u30c6\u30e0\u3084\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u7b49\u304b\u3089\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u65e5\u6b21\u3067\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u53ce\u96c6<\/span>
\r\n2. \u30e2\u30c7\u30eb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76e3\u8996
\r\n<\/strong>\u3000\u5b9f\u7e3e\u3068\u4e88\u6e2c\u306e\u4e56\u96e2\u3092\u5e38\u6642\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u7cbe\u5ea6\u52a3\u5316\u3084\u7570\u5e38\u306e\u65e9\u671f\u691c\u77e5\u3092\u5b9f\u73fe<\/span>
\r\n3. \u30e2\u30c7\u30eb\u306e\u81ea\u52d5\u518d\u5b66\u7fd2\u3068\u518d\u30c7\u30d7\u30ed\u30a4
\r\n<\/strong>\u3000\u4e00\u5b9a\u5468\u671f\uff08\u4f8b\uff1a\u9031\u6b21\u30fb\u6708\u6b21\uff09\u3067\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3002
\r\n\u3000\u66f4\u65b0\u5f8c\u306f\u81ea\u52d5\u7684\u306b\u672c\u756a\u74b0\u5883\u3078\u518d\u30c7\u30d7\u30ed\u30a4<\/span><\/b>\r\n

 <\/p>\r\n

\u3053\u306e\u3088\u3046\u306b\u3001\u958b\u767a\u30fb\u904b\u7528\u30fb\u6539\u5584\u306e\u30b5\u30a4\u30af\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u56de\u3059<\/strong>\u3053\u3068\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3068\u696d\u52d9\u3078\u306e\u9069\u7528\u53ef\u80fd\u6027\u3092\u7dad\u6301\u3059\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\r\n

\"\"<\/span><\/p>\r\nMLops\u306e\u30b5\u30a4\u30af\u30eb<\/span><\/span><\/b>\r\n

<\/p>\n\n

\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u524d\u51e6\u7406<\/h2>\n3.1. \u4e88\u6e2c\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf<\/strong><\/span><\/b>\r\n

\u5ba2\u6570\u4e88\u6e2c\u306b\u306f\u3001\u904e\u53bb\u306e\u6765\u5e97\u30c7\u30fc\u30bf\u306b\u52a0\u3048\u3001\u4ee5\u4e0b\u306e\u5916\u90e8\u8981\u56e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/span><\/p>\r\n\u30fb\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\uff1a\u66dc\u65e5\u30fb\u795d\u65e5\uff0f\u6642\u9593\u5e2f\u5225\u306e\u6765\u5e97\u6570<\/span>
\r\n\u30fb\u5929\u5019\u30c7\u30fc\u30bf\u3000\uff1a\u6c17\u6e29\u3001\u964d\u6c34\u91cf\u3001\u5929\u6c17\uff08\u6674\u308c\/\u96e8\uff09<\/span>
\r\n\u30fb\u30a4\u30d9\u30f3\u30c8\u60c5\u5831\uff1a\u795d\u65e5\u3001\u5927\u578b\u30a4\u30d9\u30f3\u30c8\u3001\u30bb\u30fc\u30eb\u60c5\u5831<\/span>
\r\n\u30fb\u5e83\u544a\u30c7\u30fc\u30bf\u3000\uff1aSNS\u5e83\u544a\u30fb\u30c1\u30e9\u30b7\u306e\u914d\u5e03\u6570<\/span><\/b>\r\n

 <\/p>\r\n3.2. \u30c7\u30fc\u30bf\u524d\u51e6\u7406<\/strong><\/span><\/b>\r\n

\u30e2\u30c7\u30eb\u306b\u6295\u5165\u3059\u308b\u524d\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u304c\u6700\u7d42\u7684\u306a\u4e88\u6e2c\u7cbe\u5ea6\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002<\/span><\/p>\r\n\u30fb\u6b20\u640d\u5024\u88dc\u5b8c
\r\n<\/strong>\u3000\u524d\u5f8c\u306e\u5024\u3067\u88dc\u9593\u3001\u3042\u308b\u3044\u306f\u30bb\u30b0\u30e1\u30f3\u30c8\u5185\u306e\u5e73\u5747\u5024\u3067\u88dc\u5b8c<\/span>
\r\n\u30fb\u30ab\u30c6\u30b4\u30ea\u5909\u6570\u306e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0
\r\n<\/strong>\u3000\u5929\u6c17\u3084\u66dc\u65e5\u306a\u3069\u3092\u30ef\u30f3\u30db\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3084\u30e9\u30d9\u30eb\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<\/span>
\r\n\u30fb\u6642\u7cfb\u5217\u7279\u5fb4\u91cf\u306e\u4f5c\u6210
\r\n<\/strong>\u3000\u79fb\u52d5\u5e73\u5747\u3001\u30e9\u30b0\u7279\u5fb4\u91cf\uff081\u65e5\u524d\u30017\u65e5\u524d\u306a\u3069\uff09\u3001\u5b63\u7bc0\u6027\u8981\u7d20\u306e\u8ffd\u52a0<\/span><\/b>\r\n

<\/p>\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3068\u69cb\u7bc9<\/h2>\n

\u5ba2\u6570\u4e88\u6e2c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\r\n

\"\"<\/span><\/p>\r\n4.1. \u7c21\u5358\u306a\u6570\u5f0f\u306e\u7d39\u4ecb<\/strong><\/span><\/b>\r\n

\u6642\u7cfb\u5217\u4e88\u6e2c\u30e2\u30c7\u30eb\uff08LightGBM\uff09<\/strong> \u306e\u57fa\u672c\u5f0f\u306b\u3064\u3044\u3066\u3001\u7c21\u5358\u306b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n

<\/span><\/p>\r\n

\"\"<\/p>\n\n

\u30e2\u30c7\u30eb\u8a55\u4fa1\u65b9\u6cd5<\/h2>\n

\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u306f\u3001\u76ee\u7684\u3084\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u6307\u6a19\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u4ee3\u8868\u7684\u306a3\u3064\u306e\u8a55\u4fa1\u6307\u6a19\u3092\u6bd4\u8f03\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3092\u6574\u7406\u3057\u307e\u3059\u3002<\/span><\/p>\r\n\u30fbMAPE\uff08Mean Absolute Percentage Error\uff09\uff1a\u4e88\u6e2c\u8aa4\u5dee\u3092\u5b9f\u969b\u306e\u5024\u3067\u5272\u3063\u305f\u5272\u5408\u3002\u76f4\u611f\u7684\u306b\u308f\u304b\u308a\u3084\u3059\u3044\u3002<\/span>
\r\n\u30fbRMSE\uff08Root Mean Square Error\uff09 \u3000\u3000\u00a0 \u00a0 \uff1a\u8aa4\u5dee\u3092\u4e8c\u4e57\u3057\u3066\u5e73\u5747\u3057\u305f\u5f8c\u3001\u5e73\u65b9\u6839\u3092\u53d6\u308b\u3002\u5916\u308c\u5024\u306b\u654f\u611f\u3002<\/span>
\r\n\u30fbMAE\uff08Mean Absolute Error\uff09 \u3000\u3000\u3000\u3000\u3000\uff1a\u8aa4\u5dee\u306e\u7d76\u5bfe\u5024\u306e\u5e73\u5747\u3002\u76f4\u611f\u7684\u306b\u308f\u304b\u308a\u3084\u3059\u3044\u3002<\/span><\/b>\r\n

 <\/p>\r\n

\u5b9f\u52d9\u3067\u306f\u3001\u5358\u4e00\u306e\u6307\u6a19\u3060\u3051\u3067\u8a55\u4fa1\u3092\u5b8c\u7d50\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305f\u3068\u3048\u3070\u300cMAPE\u3067\u5168\u4f53\u306e\u50be\u5411\u3092\u628a\u63e1\u3057\u3064\u3064\u3001RMSE\u3067\u5916\u308c\u5024\u306e\u5f71\u97ff\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001MAE\u3067\u5e73\u5747\u7684\u306a\u8aa4\u5dee\u611f\u3092\u78ba\u8a8d\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u5f62\u3067\u3001\u8907\u6570\u306e\u6307\u6a19\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/strong><\/span>\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u5e73\u5747\u7684\u306b\u306f\u826f\u3055\u305d\u3046\u3060\u304c\u3001\u5927\u304d\u306a\u8aa4\u5dee\u304c\u4e00\u90e8\u3067\u767a\u751f\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u30e2\u30c7\u30eb\u306e\u8ab2\u984c\u3092\u898b\u9003\u3059\u3053\u3068\u306a\u304f\u3001\u7cbe\u5ea6\u3068\u696d\u52d9\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u4e21\u9762\u304b\u3089\u6700\u9069\u306a\u5224\u65ad\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n

\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u904b\u7528<\/h2>\n

\u7cbe\u5ea6\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3066\u3082\u3001\u305d\u308c\u3092\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u307f\u3001\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u308b\u5f62\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u306a\u3051\u308c\u3070\u3042\u307e\u308a\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u79c1\u306f\u3053\u306e\u89b3\u70b9\u304b\u3089\u3001\u30e2\u30c7\u30eb\u306e\u672c\u756a\u5c0e\u5165\u30d7\u30ed\u30bb\u30b9\u3092\u4e01\u5be7\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u91cd\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\r\n

\u3053\u3053\u3067\u306f\u4ee3\u8868\u7684\u306a2\u3064\u306e\u5c0e\u5165\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n6.1 API\u5316\uff08Flask\/FastAPI\uff09<\/span><\/b>\r\n

\u00a0\u7279\u5fb4\u3000\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u4e88\u6e2c\u306b\u6700\u9069\u3067\u3001\u4ed6\u30b7\u30b9\u30c6\u30e0\u3084\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3068\u9023\u643a\u3057\u3084\u3059\u3044<\/strong><\/span>
\r\n\u00a0\u69cb\u6210\u4f8b\uff1a\u30e2\u30c7\u30eb\u3092\u30b5\u30fc\u30d0\u4e0a\u306b\u30db\u30b9\u30c8\u3057\u3001HTTP\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u4e88\u6e2c\u3092\u8fd4\u5374<\/strong><\/span><\/p>\r\n

 <\/p>\r\n6.2 \u30d0\u30c3\u30c1\u51e6\u7406\uff08\u5b9a\u671f\u5b9f\u884c\uff09<\/span><\/b>\r\n

\u00a0\u7279\u5fb4\u3000\uff1a\u65e5\u6b21\u30fb\u9031\u6b21\u306a\u3069\u5b9a\u671f\u66f4\u65b0\u306b\u5411\u304f\u3002\u591c\u9593\u30d0\u30c3\u30c1\u3067\u7fcc\u65e5\u306e\u4e88\u6e2c\u3092\u4e00\u62ec\u751f\u6210<\/strong><\/span>
\r\n\u00a0\u69cb\u6210\u4f8b\uff1a\u30c7\u30fc\u30bf\u53d6\u5f97 \u2192 \u524d\u51e6\u7406 \u2192 \u4e88\u6e2c \u2192 \u7d50\u679c\u683c\u7d0d\u3092\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u7ba1\u7406\u30c4\u30fc\u30eb\uff08Airflow\u306a\u3069\uff09\u3067\u81ea\u52d5\u5316<\/strong><\/span><\/p>\r\n

\u3053\u308c\u3089\u306e\u5c0e\u5165\u65b9\u6cd5\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u3092\u300c\u5206\u6790\u3060\u3051\u3067\u7d42\u308f\u308b\u3082\u306e\u300d\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u696d\u52d9\u3067\u4f7f\u308f\u308c\u308b\u201c\u4ed5\u7d44\u307f\u201d\u3068\u3057\u3066\u6d3b\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/strong>\u3002<\/span>
\r\n\u3069\u306e\u65b9\u6cd5\u3092\u9078\u3076\u3079\u304d\u304b\u306f\u3001\u3069\u308c\u304f\u3089\u3044\u306e\u983b\u5ea6\u3067\u4e88\u6e2c\u304c\u5fc5\u8981\u304b\u3001\u4ed6\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u3069\u3046\u9023\u643a\u3059\u308b\u304b\u3001\u73fe\u5834\u3067\u3069\u3046\u904b\u7528\u3055\u308c\u308b\u304b<\/strong>\u3068\u3044\u3063\u305f\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/span><\/p>\n\n

\u7d99\u7d9a\u7684\u306a\u6539\u5584\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0<\/h2>\n

\u30e2\u30c7\u30eb\u3092\u9577\u671f\u7684\u306b\u6d3b\u7528\u3059\u308b\u306b\u306f\u3001\u7cbe\u5ea6\u306e\u76e3\u8996\u3068\u5b9a\u671f\u7684\u306a\u898b\u76f4\u3057\u304c\u6b20\u304b\u305b\u307e\u305b\u3093<\/strong>\u3002\u4ee5\u4e0b\u306b\u5177\u4f53\u7684\u306a\u30e2\u30c7\u30eb\u306e\u7d99\u7d9a\u7684\u306a\u904b\u7528\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n7.1 \u30e2\u30c7\u30eb\u306e\u76e3\u8996<\/span><\/b>\r\n

\u4e88\u6e2c\u6027\u80fd\u306e\u5b9a\u5e38\u76e3\u8996\uff1a\u4e88\u6e2c\u5024\u3068\u5b9f\u7e3e\u5024\u306e\u4e56\u96e2\uff08\u4f8b\uff1aMAE\u3001RMSE\u3001MAPE\uff09\u3092\u6642\u7cfb\u5217\u3067\u53ef\u8996\u5316\u3057\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u30c8\u30ec\u30f3\u30c9\u3092\u7d99\u7d9a\u7684\u306b\u8a55\u4fa1<\/strong><\/span>
\r\n\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u691c\u51fa\uff1a\u5165\u529b\u7279\u5fb4\u91cf\u306e\u7d71\u8a08\u7684\u6027\u8cea\uff08\u5e73\u5747\u3001\u5206\u6563\u3001\u5206\u5e03\u5f62\u72b6\u306a\u3069\uff09\u306e\u5909\u52d5\u3092\u5b9a\u671f\u7684\u306b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u6982\u5ff5\u30c9\u30ea\u30d5\u30c8\u3084\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u306e\u767a\u751f\u3092\u691c\u77e5<\/strong><\/span>
\r\n<\/span><\/p>\r\n

 <\/p>\r\n7.2 \u81ea\u52d5\u518d\u5b66\u7fd2<\/span><\/b>\r\n

\u518d\u5b66\u7fd2\u30c8\u30ea\u30ac\u30fc\u8a2d\u8a08\uff1a\u7cbe\u5ea6\u6307\u6a19\u306e\u95be\u5024\u8d85\u904e\u3001\u307e\u305f\u306f\u4e00\u5b9a\u671f\u9593\u7d4c\u904e\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u3066\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u5b9f\u884c<\/strong>
\r\nMLOps\u306b\u3088\u308bCI\/CD\u69cb\u7bc9\uff1a\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u3001\u691c\u8a3c\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u30c7\u30d7\u30ed\u30a4\u307e\u3067\u3092CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3088\u308a\u81ea\u52d5\u5316\u3057\u3001\u5b89\u5b9a\u304b\u3064\u9ad8\u901f\u306a\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe<\/strong><\/span><\/p>\r\n

\u3053\u306e\u3088\u3046\u306b\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u6a5f\u69cb\u3068\u81ea\u52d5\u518d\u5b66\u7fd2\u57fa\u76e4\u3092\u7d44\u307f\u5408\u308f\u305b\u305fMLOps\u4f53\u5236\u3092\u6574\u5099\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u904b\u7528\u5f8c\u3082\u52d5\u7684\u306b\u6700\u9069\u5316\u3055\u308c\u3001\u975e\u5b9a\u5e38\u306a\u30c7\u30fc\u30bf\u74b0\u5883\u4e0b\u3067\u3082\u7cbe\u5ea6\u30fb\u518d\u73fe\u6027\u30fb\u4fdd\u5b88\u6027\u3092\u7dad\u6301\u3057\u305f\u307e\u307e\u7d99\u7d9a\u7684\u306b\u4fa1\u5024\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\r\n

<\/p>\n\n

\u6210\u529f\u306e\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n

AI\u5c0e\u5165\u3092\u6210\u529f\u306b\u5c0e\u304f\u306b\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u78ba\u4fdd<\/strong>\u3068\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u5b9a\u91cf\u8a55\u4fa1<\/strong>\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u3053\u3053\u3067\u306f\u3001\u73fe\u5834\u3067\u5b9f\u8df5\u3059\u3079\u304d\u57fa\u672c\u65b9\u91dd\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\r\n<\/b>\r\n8.1 \u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u7ba1\u7406<\/span><\/b>\r\n

\u30ce\u30a4\u30ba\u9664\u53bb\uff1a\u6b20\u640d\u5024\u3084\u5916\u308c\u5024\u3092\u9069\u5207\u306b\u691c\u51fa\u30fb\u88dc\u5b8c\u30fb\u9664\u53bb\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u6027\u80fd\u306b\u60aa\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u30c7\u30fc\u30bf\u6c5a\u67d3\u3092\u6700\u5c0f\u5316<\/strong><\/span>
\r\n\u30c7\u30fc\u30bf\u4e00\u8cab\u6027\u306e\u62c5\u4fdd\uff1a\u30b9\u30ad\u30fc\u30de\u8a2d\u8a08\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u30d7\u30ed\u30bb\u30b9\u3001\u66f4\u65b0\u30d5\u30ed\u30fc\u306e\u6a19\u6e96\u5316\u3092\u901a\u3058\u3066\u3001\u6642\u7cfb\u5217\u30fb\u69cb\u9020\u30fb\u610f\u5473\u30ec\u30d9\u30eb\u3067\u306e\u6574\u5408\u6027\u3092\u78ba\u4fdd\u3057\u3001\u7d99\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u76e3\u67fb\u3092\u5b9f\u65bd<\/strong><\/span><\/p>\r\n

<\/p>\r\n

\"\"<\/span><\/p>\r\n\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9<\/strong><\/span><\/b>\r\n<\/b>\r\n8.2 \u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u8a55\u4fa1<\/span><\/b>\r\n

KPI\u8a2d\u5b9a\uff1a\u4e88\u6e2c\u7cbe\u5ea6\u306b\u52a0\u3048\u3001\u696d\u52d9\u6539\u5584\u306b\u76f4\u7d50\u3059\u308bKPI\u3092\u8907\u5408\u7684\u306b\u8a2d\u5b9a\u3057\u3001AI\u6d3b\u7528\u306e\u76ee\u7684\u3068\u52b9\u679c\u3092\u53ef\u8996\u5316<\/strong><\/span>
\r\n\u52b9\u679c\u306e\u5b9a\u91cf\u8a55\u4fa1\uff1aAI\u5c0e\u5165\u524d\u5f8c\u306e\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5dee\u5206\u3092A\/B\u30c6\u30b9\u30c8\u3084\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u6bd4\u8f03\u306b\u3088\u308a\u8a55\u4fa1\u3057\u3001\u5b9a\u671f\u7684\u306a\u30ec\u30d3\u30e5\u30fc\u3068\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3078\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af<\/strong><\/span><\/p>\r\n

<\/p>\r\n\"\"AI\u5c0e\u5165\u30a4\u30f3\u30d1\u30af\u30c8\u8a55\u4fa1<\/strong><\/span><\/span><\/b>\r\n

 <\/p>\r\n

AI\u5c0e\u5165\u306e\u6210\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u306b\u306f\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u4ee5\u524d\u306b\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5fb9\u5e95\u3057\u3001\u73fe\u5834\u8996\u70b9\uff08\u696d\u52d9\u52b9\u7387\u30fb\u73fe\u5834\u8ca0\u8377\uff09\u3068\u7d4c\u55b6\u8996\u70b9\uff08ROI\u30fb\u30b3\u30b9\u30c8\u524a\u6e1b\uff09\u3092\u4e21\u7acb\u3057\u305fKPI\u3092\u8a2d\u8a08\u30fb\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u62c5\u4fdd\u3068\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u5b9a\u91cf\u8a55\u4fa1\u3092\u8ef8\u306b\u3001AI\u3092\u696d\u52d9\u6539\u9769\u3068\u7d4c\u55b6\u5224\u65ad\u3092\u652f\u3048\u308b\u6301\u7d9a\u53ef\u80fd\u306a\u8cc7\u7523\u3068\u3057\u3066\u4f4d\u7f6e\u4ed8\u3051\u308b\u3053\u3068\u304c\u6210\u529f\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\r\n

<\/p>\n\n

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AI\u306f\u7701\u529b\u5316\u30c4\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u73fe\u5834\u306e\u5224\u65ad\u7cbe\u5ea6\u3092\u9ad8\u3081\u3001\u9867\u5ba2\u3078\u306e\u4fa1\u5024\u63d0\u4f9b\u3092\u5f37\u5316\u3059\u308b\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002\u305c\u3072\u672c\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3001\u8cb4\u793e\u306e\u8ab2\u984c\u3084\u30c7\u30fc\u30bf\u74b0\u5883\u306b\u9069\u5408\u3057\u305fAI\u6d3b\u7528\u3092\u63a8\u9032\u3057\u3001\u6301\u7d9a\u7684\u306a\u7af6\u4e89\u512a\u4f4d\u306e\u78ba\u7acb\u306b\u304a\u5f79\u7acb\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\r\n

<\/p>","protected":false},"excerpt":{"rendered":"

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