{"id":31223,"date":"2026-08-07T13:17:40","date_gmt":"2026-08-07T04:17:40","guid":{"rendered":"https:\/\/www.ripla.co.jp\/blog\/?p=31223"},"modified":"2026-08-09T13:11:58","modified_gmt":"2026-08-09T04:11:58","slug":"scikit-learn-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/system\/scikit-learn-complete-guide\/","title":{"rendered":"scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u3001Python\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u3092\u3001\u30c7\u30fc\u30bf\u9023\u643a\u30fbAPI\u30fb\u696d\u52d9\u753b\u9762\u30fb\u76e3\u8996\u307e\u3067\u542b\u3080\u5b9f\u7528\u7684\u306a\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3078\u7d44\u307f\u8fbc\u3080\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306f\u7121\u511f\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\u5c0e\u5165\u8cbb\u3082\u5c0f\u3055\u3044\u3068\u601d\u308f\u308c\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u969b\u306e\u8cbb\u7528\u3068\u6210\u5426\u3092\u5de6\u53f3\u3059\u308b\u306e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5099\u3001\u7cbe\u5ea6\u691c\u8a3c\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u3001\u518d\u5b66\u7fd2\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u3067\u304d\u308b\u3053\u3068\u3068\u5411\u304b\u306a\u3044\u3053\u3068\u3001\u4ee3\u8868\u7684\u306a\u69cb\u6210\u3001\u958b\u767a\u306e\u9032\u3081\u65b9\u3001\u8cbb\u7528\u76f8\u5834\u3001\u6280\u8853\u306e\u9078\u3073\u65b9\u3001\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u306e\u898b\u6975\u3081\u65b9\u307e\u3067\u3001\u767a\u6ce8\u524d\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u307e\u3068\u3081\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\u5168\u4f53\u50cf\u3092\u89e3\u8aac\u3057\u307e\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u3092\u7d44\u307f\u8fbc\u3093\u3060\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u4f53\u50cf\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u7d50\u8ad6\u304b\u3089\u3044\u3046\u3068\u3001scikit-learn\u305d\u306e\u3082\u306e\u304c\u5b8c\u6210\u3057\u305f\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u52a0\u5de5\u3057\u3001\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u3001\u4e88\u6e2c\u7d50\u679c\u3092\u696d\u52d9\u3067\u4f7f\u3048\u308b\u5f62\u306b\u3057\u3066\u3001\u7d99\u7d9a\u7684\u306b\u54c1\u8cea\u3092\u7ba1\u7406\u3059\u308b\u4e00\u9023\u306e\u4ed5\u7d44\u307f\u304c\u300cscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u300d\u3067\u3059\u3002<\/p>\n\n\n\n

\n

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\n

scikit-learn\u304c\u5f97\u610f\u306a\u696d\u52d9\u9818\u57df\u3068\u82e6\u624b\u306a\u9818\u57df\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

scikit-learn\u306f\u3001\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u5206\u985e\u30fb\u56de\u5e30\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u76f8\u6027\u304c\u3088\u3044\u3067\u3059\u3002\u58f2\u4e0a\u4e88\u6e2c\u3001\u9700\u8981\u4e88\u6e2c\u3001\u89e3\u7d04\u4e88\u6e2c\u3001\u4e0e\u4fe1\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u30ab\u30c6\u30b4\u30ea\u5206\u985e\u3001\u88fd\u9020\u54c1\u8cea\u306e\u4e88\u6e2c\u3001\u8a2d\u5099\u306e\u7570\u5e38\u691c\u77e5\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002\u524d\u51e6\u7406\u3001\u7279\u5fb4\u91cf\u9078\u629e\u3001\u4ea4\u5dee\u691c\u8a3c\u3001\u8a55\u4fa1\u6307\u6a19\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u63a2\u7d22\u307e\u3067\u3001\u5b9f\u52d9\u3067\u5fc5\u8981\u306b\u306a\u308a\u3084\u3059\u3044\u6a5f\u80fd\u3092\u4e00\u3064\u306ePython\u74b0\u5883\u3067\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

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scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3067\u304d\u308b\u3053\u3068\u3068\u6d3b\u7528\u4f8b\u3067\u3059<\/strong><\/h2>\n\n\n\n
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\"scikit-learn\u306e\u4ee3\u8868\u7684\u306a\u6d3b\u7528\u4f8b\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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\n

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\u5206\u985e\u30fb\u89e3\u7d04\u4e88\u6e2c\u30fb\u7570\u5e38\u691c\u77e5\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5206\u985e\u3067\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u3092\u62c5\u5f53\u90e8\u7f72\u3078\u632f\u308a\u5206\u3051\u305f\u308a\u3001\u53d6\u5f15\u3092\u30ea\u30b9\u30af\u533a\u5206\u306b\u5206\u3051\u305f\u308a\u3067\u304d\u307e\u3059\u3002\u89e3\u7d04\u4e88\u6e2c\u3067\u306f\u3001\u5229\u7528\u983b\u5ea6\u3084\u5951\u7d04\u671f\u9593\u3001\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u306a\u3069\u304b\u3089\u30d5\u30a9\u30ed\u30fc\u5bfe\u8c61\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u7570\u5e38\u691c\u77e5\u3067\u306f\u3001\u8a2d\u5099\u306e\u6e29\u5ea6\u3084\u632f\u52d5\u3001\u53d6\u5f15\u91d1\u984d\u3001\u30a2\u30af\u30bb\u30b9\u56de\u6570\u306a\u3069\u306e\u901a\u5e38\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u5916\u308c\u305f\u30c7\u30fc\u30bf\u3092\u691c\u77e5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

\u9867\u5ba2\u5206\u985e\u30fb\u6b21\u5143\u524a\u6e1b\u306a\u3069\u306e\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

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\u305f\u3060\u3057\u3001\u30af\u30e9\u30b9\u30bf\u756a\u53f7\u305d\u306e\u3082\u306e\u306b\u696d\u52d9\u4e0a\u306e\u610f\u5473\u304c\u3042\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u7279\u5fb4\u3092\u4eba\u304c\u78ba\u8a8d\u3057\u3001\u65bd\u7b56\u540d\u3084\u904b\u7528\u30eb\u30fc\u30eb\u306b\u7ffb\u8a33\u3059\u308b\u5de5\u7a0b\u304c\u5fc5\u8981\u3067\u3059\u3002\u5206\u6790\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u81ea\u52d5\u914d\u4fe1\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4eee\u8aac\u691c\u8a3c\u3068\u73fe\u5834\u30d2\u30a2\u30ea\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u306f\u3069\u3046\u306a\u3063\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3068\u63a8\u8ad6\u69cb\u6210\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u5178\u578b\u7684\u306a\u69cb\u6210\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3001\u30c7\u30fc\u30bf\u52a0\u5de5\u3001\u5b66\u7fd2\u3001\u30e2\u30c7\u30eb\u7ba1\u7406\u3001\u63a8\u8ad6\u3001\u696d\u52d9\u753b\u9762\u3001\u76e3\u8996\u306e7\u5c64\u3067\u3059\u3002\u5c0f\u3055\u306aPoC\u3067\u306f\u4e00\u3064\u306ePython\u74b0\u5883\u306b\u307e\u3068\u3081\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u304c\u3001\u672c\u756a\u5316\u3059\u308b\u6bb5\u968e\u3067\u306f\u3001\u5b66\u7fd2\u51e6\u7406\u3068\u5229\u7528\u8005\u5411\u3051\u306e\u63a8\u8ad6\u51e6\u7406\u3092\u5206\u3051\u308b\u3068\u904b\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u524d\u51e6\u7406\u30fb\u7279\u5fb4\u91cf\u751f\u6210\u306e\u5c64\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

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\u524d\u51e6\u7406\u3068\u30e2\u30c7\u30eb\u3092\u5225\u3005\u306b\u7ba1\u7406\u3059\u308b\u3068\u3001\u5b66\u7fd2\u6642\u306f\u6a19\u6e96\u5316\u3057\u305f\u306e\u306b\u63a8\u8ad6\u6642\u306f\u672a\u51e6\u7406\u306e\u5024\u3092\u5165\u308c\u308b\u3068\u3044\u3063\u305f\u4e8b\u6545\u304c\u8d77\u304d\u307e\u3059\u3002scikit-learn\u306ePipeline\u306b\u524d\u51e6\u7406\u3068\u63a8\u5b9a\u5668\u3092\u307e\u3068\u3081\u3001\u5165\u529b\u30b9\u30ad\u30fc\u30de\u3068\u5909\u63db\u30eb\u30fc\u30eb\u3092\u30c6\u30b9\u30c8\u5bfe\u8c61\u306b\u3059\u308b\u3068\u3001\u518d\u73fe\u6027\u3092\u4fdd\u3061\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u7ba1\u7406\u30fbAPI\u30fb\u30d0\u30c3\u30c1\u63a8\u8ad6\u306e\u5c64\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306f\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u671f\u9593\u3001\u4f7f\u7528\u3057\u305fPython\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u7279\u5fb4\u91cf\u306e\u5b9a\u7fa9\u3068\u4e00\u7dd2\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002\u65e5\u6b21\u3084\u9031\u6b21\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3067\u304d\u308b\u5834\u5408\u306f\u30d0\u30c3\u30c1\u63a8\u8ad6\u3001\u753b\u9762\u64cd\u4f5c\u306b\u5bfe\u3057\u3066\u6570\u79d2\u4ee5\u5185\u306e\u5fdc\u7b54\u304c\u5fc5\u8981\u306a\u5834\u5408\u306fREST API\u306a\u3069\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u63a8\u8ad6\u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

\u696d\u52d9\u753b\u9762\u30fb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2\u306e\u5c64\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5229\u7528\u8005\u304c\u4e88\u6e2c\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3001\u627f\u8a8d\u30fb\u4fee\u6b63\u30fb\u4fdd\u7559\u306a\u3069\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u53d6\u308c\u308b\u753b\u9762\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u30b5\u30fc\u30d3\u30b9\u304c\u7a3c\u50cd\u3057\u3066\u3044\u3066\u3082\u3001\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u304c\u5909\u308f\u3063\u305f\u308a\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u50be\u5411\u304c\u5909\u308f\u3063\u305f\u308a\u3057\u3066\u7cbe\u5ea6\u304c\u4e0b\u304c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u306e\u305f\u3081\u3001\u4e88\u6e2c\u4ef6\u6570\u3001\u30a8\u30e9\u30fc\u7387\u3001\u51e6\u7406\u6642\u9593\u3001\u5165\u529b\u5024\u306e\u5206\u5e03\u3001\u6b63\u89e3\u304c\u5224\u660e\u3057\u305f\u5f8c\u306e\u7cbe\u5ea6\u3001\u696d\u52d9KPI\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u4e00\u5b9a\u306e\u6761\u4ef6\u3092\u8d85\u3048\u305f\u3089\u518d\u5b66\u7fd2\u3092\u63d0\u6848\u3057\u3001\u4eba\u304c\u627f\u8a8d\u3057\u3066\u30ea\u30ea\u30fc\u30b9\u3057\u3001\u554f\u984c\u304c\u3042\u308c\u3070\u524d\u306e\u30e2\u30c7\u30eb\u3078\u623b\u3059\u6d41\u308c\u3092\u5148\u306b\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\u30925\u6bb5\u968e\u3067\u89e3\u8aac\u3057\u307e\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u30d7\u30ed\u30bb\u30b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1ascikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806<\/a><\/p>\n\n\n

1. \u696d\u52d9\u8ab2\u984c\u3068KPI\u3092\u5b9a\u7fa9\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u300cAI\u3067\u696d\u52d9\u3092\u52b9\u7387\u5316\u3059\u308b\u300d\u3068\u3044\u3046\u8868\u73fe\u3067\u306f\u3001\u5b8c\u6210\u6761\u4ef6\u3092\u6c7a\u3081\u3089\u308c\u307e\u305b\u3093\u3002\u300c\u6b20\u54c1\u7387\u3092\u4e0b\u3052\u308b\u300d\u300c\u554f\u3044\u5408\u308f\u305b\u306e\u4e00\u6b21\u632f\u308a\u5206\u3051\u6642\u9593\u3092\u77ed\u304f\u3059\u308b\u300d\u300c\u7570\u5e38\u306e\u898b\u9003\u3057\u3092\u6e1b\u3089\u3059\u300d\u306a\u3069\u3001\u73fe\u5834\u306e\u884c\u52d5\u3068\u6210\u679c\u3092\u5177\u4f53\u5316\u3057\u307e\u3059\u3002\u4e88\u6e2c\u7d50\u679c\u3092\u8ab0\u304c\u3001\u3044\u3064\u3001\u3069\u306e\u753b\u9762\u3067\u78ba\u8a8d\u3057\u3001\u3069\u306e\u5224\u65ad\u3092\u3059\u308b\u304b\u3082\u8981\u4ef6\u306b\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u306e\u6307\u6a19\u3068\u696d\u52d9KPI\u306f\u5206\u3051\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u3092\u4e0b\u3052\u3066\u3082\u3001\u767a\u6ce8\u62c5\u5f53\u8005\u304c\u4e88\u6e2c\u3092\u898b\u306a\u3044\u306a\u3089\u696d\u52d9\u6210\u679c\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002\u8aa4\u691c\u77e51\u4ef6\u3068\u898b\u9003\u30571\u4ef6\u306e\u640d\u5931\u3001\u8a31\u5bb9\u3059\u308b\u51e6\u7406\u6642\u9593\u3001\u8aac\u660e\u304c\u5fc5\u8981\u306a\u5229\u7528\u8005\u3092\u521d\u671f\u306b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

2. \u30c7\u30fc\u30bf\u68da\u5378\u3057\u3068PoC\u3092\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6b21\u306b\u3001\u5229\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u671f\u9593\u3001\u4ef6\u6570\u3001\u9805\u76ee\u3001\u6b20\u640d\u3001\u66f4\u65b0\u983b\u5ea6\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u6709\u7121\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u542b\u3080\u5834\u5408\u306f\u3001\u5229\u7528\u76ee\u7684\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u59d4\u8a17\u7bc4\u56f2\u3001\u4fdd\u5b58\u5834\u6240\u3092\u6574\u7406\u3057\u3066\u304b\u3089\u691c\u8a3c\u7528\u30c7\u30fc\u30bf\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

PoC\u3067\u306f\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u3044\u304d\u306a\u308a\u9078\u3070\u305a\u3001\u5358\u7d14\u306a\u30eb\u30fc\u30eb\u3084\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u6bd4\u8f03\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u5206\u3051\u65b9\u3001\u672a\u6765\u306e\u60c5\u5831\u304c\u6df7\u3056\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u5bfe\u8c61\u671f\u9593\u306b\u504f\u308a\u304c\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u3001\u7cbe\u5ea6\u30fb\u51e6\u7406\u901f\u5ea6\u30fb\u8aac\u660e\u3057\u3084\u3059\u3055\u30fb\u696d\u52d9KPI\u306e\u5909\u5316\u3092\u8a18\u9332\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

3. Pipeline\u5316\u3068\u672c\u756a\u8a2d\u8a08\u3092\u9032\u3081\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

PoC\u3067\u6709\u52b9\u6027\u304c\u898b\u3048\u305f\u3089\u3001\u524d\u51e6\u7406\u30fb\u5b66\u7fd2\u30fb\u8a55\u4fa1\u30fb\u30e2\u30c7\u30eb\u4fdd\u5b58\u3092\u518d\u5b9f\u884c\u3067\u304d\u308b\u5f62\u306b\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u7248\u3001\u30b3\u30fc\u30c9\u3001\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u30e2\u30c7\u30eb\u306e\u627f\u8a8d\u8005\u3092\u8a18\u9332\u3057\u3001\u8ab0\u304c\u5b9f\u884c\u3057\u3066\u3082\u540c\u3058\u6761\u4ef6\u3092\u518d\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u756a\u306e\u63a8\u8ad6\u65b9\u5f0f\u3082\u6c7a\u3081\u307e\u3059\u3002\u65e5\u6b21\u51e6\u7406\u306a\u3089\u30d0\u30c3\u30c1\u3001\u753b\u9762\u5165\u529b\u3078\u5373\u6642\u5fdc\u7b54\u3059\u308b\u306a\u3089API\u3001\u8a2d\u5099\u3084\u7aef\u672b\u304b\u3089\u5916\u90e8\u3078\u30c7\u30fc\u30bf\u3092\u51fa\u305b\u306a\u3044\u306a\u3089\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3084\u30a8\u30c3\u30b8\u51e6\u7406\u3092\u5019\u88dc\u306b\u3057\u307e\u3059\u3002\u4e88\u6e2c\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308b\u306e\u304b\u3001\u90fd\u5ea6\u8a08\u7b97\u3059\u308b\u306e\u304b\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u76e3\u67fb\u30ed\u30b0\u306e\u8a2d\u8a08\u3082\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

4. \u30c6\u30b9\u30c8\u30fb\u30ea\u30ea\u30fc\u30b9\u30fb\u73fe\u5834\u5b9a\u7740\u3092\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30c6\u30b9\u30c8\u3067\u306f\u3001\u6b63\u5e38\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001\u6b20\u640d\u3001\u7570\u5e38\u5024\u3001\u672a\u77e5\u306e\u30ab\u30c6\u30b4\u30ea\u3001\u6975\u7aef\u306a\u6570\u5024\u3001\u901a\u4fe1\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u30c6\u30b9\u30c8\u3001\u63a8\u8ad6\u901f\u5ea6\u30c6\u30b9\u30c8\u3001\u6a29\u9650\u30c6\u30b9\u30c8\u3001\u500b\u4eba\u60c5\u5831\u306e\u30de\u30b9\u30ad\u30f3\u30b0\u3001\u969c\u5bb3\u6642\u306e\u624b\u52d5\u904b\u7528\u3092\u5206\u3051\u3066\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30ea\u30ea\u30fc\u30b9\u5f8c\u306f\u3001\u3044\u304d\u306a\u308a\u5168\u793e\u3078\u5c55\u958b\u305b\u305a\u3001\u4e00\u3064\u306e\u90e8\u7f72\u3084\u5546\u54c1\u7fa4\u3067\u8a66\u3059\u65b9\u6cd5\u304c\u5b89\u5168\u3067\u3059\u3002\u5229\u7528\u8005\u304b\u3089\u4e88\u6e2c\u3078\u306e\u9055\u548c\u611f\u3092\u96c6\u3081\u3001\u4fee\u6b63\u3084\u88dc\u6b63\u306e\u5c65\u6b74\u3092\u6b8b\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u304c\u51fa\u3057\u305f\u7d50\u679c\u3092\u4eba\u304c\u78ba\u8a8d\u3059\u308b\u904b\u7528\u304b\u3089\u59cb\u3081\u3001\u554f\u984c\u304c\u306a\u3051\u308c\u3070\u81ea\u52d5\u5316\u306e\u7bc4\u56f2\u3092\u5e83\u3052\u307e\u3059\u3002<\/p>\n\n\n\n

\n

5. \u76e3\u8996\u3068\u518d\u5b66\u7fd2\u306e\u904b\u7528\u3092\u6c7a\u3081\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u904b\u7528\u958b\u59cb\u5f8c\u306f\u3001\u6708\u6b21\u3067\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3059\u308b\u306e\u304b\u3001\u4e00\u5b9a\u4ef6\u6570\u3054\u3068\u306b\u78ba\u8a8d\u3059\u308b\u306e\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\u6b63\u89e3\u304c\u3059\u3050\u306b\u5206\u304b\u3089\u306a\u3044\u696d\u52d9\u3067\u306f\u3001\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u5206\u5e03\u3001\u4e88\u6e2c\u306e\u504f\u308a\u3001\u62c5\u5f53\u8005\u306b\u3088\u308b\u4fee\u6b63\u7387\u3001\u696d\u52d9KPI\u3092\u4ee3\u66ff\u6307\u6a19\u3068\u3057\u3066\u76e3\u8996\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u518d\u5b66\u7fd2\u306f\u81ea\u52d5\u5316\u3059\u308c\u3070\u3088\u3044\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u306e\u8aa4\u308a\u304c\u6df7\u3056\u3063\u305f\u72b6\u614b\u3067\u81ea\u52d5\u66f4\u65b0\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u30e2\u30c7\u30eb\u3092\u672c\u756a\u3078\u51fa\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u518d\u5b66\u7fd2\u306e\u5019\u88dc\u3092\u4f5c\u308b\u51e6\u7406\u3001\u8a55\u4fa1\u3001\u627f\u8a8d\u3001\u30ea\u30ea\u30fc\u30b9\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u5206\u3051\u3001\u62c5\u5f53\u8005\u3068SLA\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u8cbb\u7528\u76f8\u5834\u3068\u5185\u8a33\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u30b7\u30b9\u30c6\u30e0\u306e\u8cbb\u7528\u3068\u958b\u767a\u5de5\u6570\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

scikit-learn\u81ea\u4f53\u306fBSD 3-Clause\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3001\u57fa\u672c\u7684\u306a\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u306f\u7121\u6599\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u5316\u306e\u7dcf\u984d\u306f\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u4eba\u6750\u3001API\u3084\u753b\u9762\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30af\u30e9\u30a6\u30c9\u3001\u76e3\u8996\u3001\u4fdd\u5b88\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u91d1\u984d\u306fscikit-learn\u6848\u4ef6\u306e\u516c\u958b\u7d71\u8a08\u3067\u306f\u306a\u304f\u3001\u4e00\u822c\u7684\u306a\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u5de5\u6570\u3068\u6a5f\u68b0\u5b66\u7fd2PoC\u306e\u7bc4\u56f2\u304b\u3089\u7d44\u307f\u7acb\u3066\u305f2026\u5e74\u6642\u70b9\u306e\u521d\u671f\u63a8\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1ascikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

\u898f\u6a21\u5225\u306e\u521d\u671f\u8cbb\u7528\u3068\u671f\u9593\u306e\u76ee\u5b89\u3067\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0f\u898f\u6a21PoC\u3084\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f100\u4e07\u301c300\u4e07\u5186\u3001\u671f\u9593\u306f1\u301c3\u304b\u6708\u304c\u4e00\u3064\u306e\u76ee\u5b89\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c1\u301c2\u7a2e\u985e\u3067\u3001\u30aa\u30d5\u30e9\u30a4\u30f3\u306e\u7cbe\u5ea6\u691c\u8a3c\u3068\u7c21\u6613\u30ec\u30dd\u30fc\u30c8\u307e\u3067\u306b\u7d5e\u308b\u6bb5\u968e\u3067\u3059\u3002\u793e\u5185MVP\u3084\u30d0\u30c3\u30c1\u4e88\u6e2c\u306f300\u4e07\u301c800\u4e07\u5186\u30012\u301c4\u304b\u6708\u7a0b\u5ea6\u3092\u60f3\u5b9a\u3057\u3001ETL\u3001Pipeline\u3001\u5b9a\u671f\u51e6\u7406\u3001\u6a29\u9650\u4ed8\u304d\u753b\u9762\u307e\u305f\u306fCSV\u9023\u643a\u307e\u3067\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\u8907\u6570\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068API\u3092\u9023\u643a\u3057\u3001\u696d\u52d9\u753b\u9762\u3001\u30ed\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u518d\u5b66\u7fd2\u624b\u9806\u307e\u3067\u6574\u3048\u308bAPI\u4ed8\u304d\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306f800\u4e07\u301c2,000\u4e07\u5186\u30014\u301c8\u304b\u6708\u7a0b\u5ea6\u3067\u3059\u3002\u30c7\u30fc\u30bf\u57fa\u76e4\u3001\u30e2\u30c7\u30eb\u30ec\u30b8\u30b9\u30c8\u30ea\u3001CI\/CD\u3001\u76e3\u8996\u3001\u5197\u9577\u5316\u3001\u76e3\u67fb\u3092\u542b\u3080\u5168\u793e\u5411\u3051\u306e\u9ad8\u4fe1\u983c\u57fa\u76e4\u306f2,000\u4e07\u301c5,000\u4e07\u5186\u4ee5\u4e0a\u30016\u301c12\u304b\u6708\u4ee5\u4e0a\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30c7\u30fc\u30bf\u6574\u5099\u30fb\u9023\u643a\u30fb\u958b\u767a\u3067\u8cbb\u7528\u304c\u5909\u308f\u308a\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

PoC\u304b\u3089\u672c\u756a\u3078\u9032\u3080\u3068\u304d\u306b\u5897\u3048\u3084\u3059\u3044\u306e\u304c\u3001\u6b20\u640d\u3084\u8868\u8a18\u3086\u308c\u3092\u76f4\u3059\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u4f5c\u6210\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u3067\u3059\u3002\u521d\u671f\u306e\u76ee\u5b89\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u6574\u5099\u306f100\u4e07\u301c500\u4e07\u5186\u3001\u65e2\u5b58\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u306f200\u4e07\u301c1,000\u4e07\u5186\u7a0b\u5ea6\u3092\u8ffd\u52a0\u3067\u898b\u8fbc\u307f\u307e\u3059\u304c\u3001\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u72b6\u614b\u3068\u63a5\u7d9a\u5148\u306e\u6570\u3067\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4eba\u6708\u5358\u4fa1\u306f\u3001\u62c5\u5f53\u9818\u57df\u3084\u5951\u7d04\u5f62\u614b\u3067\u5909\u308f\u308a\u307e\u3059\u3002\u521d\u671f\u898b\u7a4d\u308a\u3067\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b950\u4e07\u301c80\u4e07\u5186\u3001\u4e2d\u5c0f\u898f\u6a21\u306e\u958b\u767a\u4f1a\u793e80\u4e07\u301c120\u4e07\u5186\u3001\u5927\u898f\u6a21\u306aSI\u4f53\u5236150\u4e07\u301c200\u4e07\u5186\u7a0b\u5ea6\u3092\u4eee\u7f6e\u304d\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u5e02\u5834\u5168\u4f53\u306e\u56fa\u5b9a\u4fa1\u683c\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001ML\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u30a4\u30f3\u30d5\u30e9\u3001PM\u306e\u4eba\u6570\u3068\u671f\u9593\u3092\u5206\u3051\u3066\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30af\u30e9\u30a6\u30c9\u8cbb\u7528\u3068\u4fdd\u5b88\u8cbb\u7528\u3082\u5206\u3051\u3066\u8003\u3048\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u30af\u30e9\u30a6\u30c9\u8cbb\u7528\u306f\u3001\u5b66\u7fd2\u3001\u4fdd\u5b58\u3001\u63a8\u8ad6\u3001\u76e3\u8996\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u30ed\u30b0\u306e\u5229\u7528\u91cf\u3067\u5909\u308f\u308a\u307e\u3059\u3002\u3042\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u306e\u516c\u5f0f\u6599\u91d1\u4f8b\u3067\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u63a8\u8ad6\u3092\u67081,000\u4e07\u56de\u30011\u56de100\u30df\u30ea\u79d2\u3001\u30c7\u30fc\u30bf\u5165\u51fa\u529b10GB\u3068\u3057\u305f\u8a08\u7b97\u304c40.16\u7c73\u30c9\u30eb\u3067\u3059\uff08\u51fa\u5178\uff1a\u30de\u30cd\u30fc\u30b8\u30c9\u6a5f\u68b0\u5b66\u7fd2\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u516c\u5f0f\u6599\u91d1\u4f8b\u30012026\u5e74\u78ba\u8a8d\uff09\u3002\u30ea\u30fc\u30b8\u30e7\u30f3\u3084\u30e1\u30e2\u30ea\u3001\u5e38\u6642\u7a3c\u50cd\u306e\u6709\u7121\u3067\u5909\u308f\u308b\u305f\u3081\u3001\u65e5\u672c\u5186\u3078\u5358\u7d14\u63db\u7b97\u3057\u3066\u898b\u7a4d\u3082\u3089\u306a\u3044\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\u30e2\u30c7\u30eb\u3092\u5e38\u6642\u7a3c\u50cd\u3055\u305b\u308b\u5fc5\u8981\u304c\u306a\u3044\u306a\u3089\u3001\u30d0\u30c3\u30c1\u63a8\u8ad6\u3084\u81ea\u52d5\u505c\u6b62\u3092\u4f7f\u3063\u3066\u8a08\u7b97\u8cc7\u6e90\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u4fdd\u5b88\u8cbb\u306f\u521d\u671f\u958b\u767a\u8cbb\u306e\u5e7415\u301c25\uff05\u3092\u4eee\u7f6e\u304d\u3057\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u66f4\u65b0\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u3001\u76e3\u8996\u3001\u518d\u5b66\u7fd2\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3092\u5225\u9805\u76ee\u306b\u5206\u3051\u308b\u3068\u3001\u5f8c\u304b\u3089\u8ffd\u52a0\u8cbb\u7528\u304c\u767a\u751f\u3057\u306b\u304f\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\u30d1\u30c3\u30b1\u30fc\u30b8\u30fb\u30af\u30e9\u30a6\u30c9\u30fb\u30b9\u30af\u30e9\u30c3\u30c1\u306e\u9078\u3073\u65b9\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u6280\u8853\u9078\u629e\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u9078\u629e\u80a2\u306f\u4e00\u3064\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u6a19\u6e96\u7684\u306a\u4e88\u6e2c\u3092\u77ed\u671f\u5c0e\u5165\u3059\u308b\u306a\u3089\u30d1\u30c3\u30b1\u30fc\u30b8\u3084AutoML\u3001\u5b66\u7fd2\u304b\u3089\u30e2\u30c7\u30eb\u767b\u9332\u30fb\u63a8\u8ad6\u30fb\u76e3\u8996\u307e\u3067\u3092\u65e9\u304f\u6574\u3048\u308b\u306a\u3089\u30de\u30cd\u30fc\u30b8\u30c9MLOps\u3001\u81ea\u793e\u306e\u696d\u52d9\u30eb\u30fc\u30eb\u306b\u5408\u308f\u305b\u3066\u7d30\u304b\u304f\u4f5c\u308b\u306a\u3089Python\u30fb\u30b3\u30f3\u30c6\u30ca\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30fbCI\/CD\u306e\u30b9\u30af\u30e9\u30c3\u30c1\u69cb\u6210\u304c\u5019\u88dc\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30d0\u30c3\u30c1\u30fbAPI\u30fb\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3092\u4f7f\u3044\u5206\u3051\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u65e5\u6b21\u3084\u9031\u6b21\u306e\u9700\u8981\u4e88\u6e2c\u306a\u3089\u3001\u6c7a\u307e\u3063\u305f\u6642\u9593\u306b\u5165\u529b\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u7d50\u679c\u3092\u4fdd\u5b58\u3059\u308b\u30d0\u30c3\u30c1\u65b9\u5f0f\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u5229\u7528\u8005\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066\u5373\u6642\u306b\u30b9\u30b3\u30a2\u3092\u8fd4\u3059\u306a\u3089API\u65b9\u5f0f\u304c\u5fc5\u8981\u3067\u3059\u3002\u5de5\u5834\u8a2d\u5099\u3084\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u6271\u3044\u3001\u5916\u90e8\u3078\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3084\u9589\u57df\u74b0\u5883\u3067\u63a8\u8ad6\u3059\u308b\u69cb\u6210\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

API\u65b9\u5f0f\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3001\u5fdc\u7b54\u6642\u9593\u3001\u969c\u5bb3\u6642\u306e\u518d\u8a66\u884c\u3001\u8a8d\u8a3c\u3001\u30ec\u30fc\u30c8\u5236\u9650\u307e\u3067\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002\u30d0\u30c3\u30c1\u65b9\u5f0f\u306f\u5fdc\u7b54\u306e\u5373\u6642\u6027\u304c\u4f4e\u3044\u4e00\u65b9\u3067\u3001\u51e6\u7406\u91cf\u3092\u307e\u3068\u3081\u3089\u308c\u3001\u5e38\u6642\u7a3c\u50cd\u306e\u30a4\u30f3\u30d5\u30e9\u8cbb\u3092\u6291\u3048\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3068\u6bd4\u8f03\u3057\u3066\u9078\u3073\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u304c\u4e2d\u5fc3\u3067\u3001CPU\u74b0\u5883\u3067\u3082\u8a66\u3057\u3084\u3059\u304f\u3001\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u3084\u6bd4\u8f03\u3092\u91cd\u8996\u3059\u308b\u306a\u3089scikit-learn\u304c\u6709\u529b\u3067\u3059\u3002\u753b\u50cf\u3084\u97f3\u58f0\u3001\u8907\u96d1\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001GPU\u3092\u4f7f\u3046\u6df1\u5c64\u5b66\u7fd2\u306a\u3089\u3001\u6df1\u5c64\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002\u5927\u898f\u6a21\u306a\u5206\u6563\u51e6\u7406\u3084\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u3089\u3001\u5206\u6563\u8a08\u7b97\u57fa\u76e4\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n\n\n\n

\u5224\u65ad\u8ef8\u306f\u6a5f\u80fd\u306e\u591a\u3055\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u898f\u6a21\u3001\u5b66\u7fd2\u983b\u5ea6\u3001\u63a8\u8ad6\u306e\u9045\u5ef6\u3001\u8aac\u660e\u53ef\u80fd\u6027\u3001\u904b\u7528\u62c5\u5f53\u8005\u306e\u30b9\u30ad\u30eb\u3001\u65e2\u5b58Python\u8cc7\u7523\u3067\u3059\u30022026\u5e74\u6642\u70b9\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001scikit-learn 1.8\u3067Python 3.14\u306efree-threaded\u74b0\u5883\u5411\u3051\u30db\u30a4\u30fc\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u305f\u3068\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178\uff1ascikit-learn\u516c\u5f0f\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u30012025\u5e7412\u6708\uff09\u3002\u305f\u3060\u3057\u3001\u63a1\u7528\u6642\u306f\u672c\u756a\u306ePython\u3068\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5bfe\u5fdc\u72b6\u6cc1\u3092\u5fc5\u305a\u691c\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u518d\u73fe\u6027\u30fb\u6cd5\u898f\u5236\u306e\u6ce8\u610f\u70b9\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u500b\u4eba\u60c5\u5831\u3092\u542b\u3080\u5b66\u7fd2\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001\u4fdd\u5b58\u3057\u305f\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3082\u4fdd\u8b77\u5bfe\u8c61\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306e\u76d7\u96e3\u3084\u6539\u3056\u3093\u3001\u63a8\u8ad6API\u3078\u306e\u904e\u5270\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3078\u306e\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u3092\u60f3\u5b9a\u3057\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u6697\u53f7\u5316\u3001\u76e3\u67fb\u30ed\u30b0\u3001\u8106\u5f31\u6027\u30b9\u30ad\u30e3\u30f3\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

pickle\u30fbjoblib\u30fbONNX\u30fbskops.io\u3092\u5b89\u5168\u306b\u6271\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

pickle\u3001joblib\u3001cloudpickle\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u4fe1\u983c\u3067\u304d\u306a\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u3068\u4efb\u610f\u30b3\u30fc\u30c9\u5b9f\u884c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3082\u3001\u3053\u308c\u3089\u306f\u4fe1\u983c\u3067\u304d\u308b\u9001\u4fe1\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u306b\u4f7f\u3046\u3088\u3046\u6ce8\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178\uff1ascikit-learn 1.9.0\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u300cModel persistence\u300d\u30012026\u5e74\u78ba\u8a8d\uff09\u3002\u30e2\u30c7\u30eb\u306e\u51fa\u6240\u3092\u691c\u8a3c\u3057\u3001\u7f72\u540d\u3084\u30cf\u30c3\u30b7\u30e5\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u6a29\u9650\u3092\u7d5e\u3063\u305f\u74b0\u5883\u3067\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n

Python\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u8abf\u67fb\u3057\u305f\u3044\u5834\u5408\u306fskops.io\u3001Python\u74b0\u5883\u304b\u3089\u5206\u96e2\u3057\u3066\u63a8\u8ad6\u3057\u305f\u3044\u5834\u5408\u306fONNX\u304c\u5019\u88dc\u3067\u3059\u3002\u305f\u3060\u3057\u3001ONNX\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u63a8\u5b9a\u5668\u3084\u30ab\u30b9\u30bf\u30e0\u51e6\u7406\u304c\u3042\u308a\u3001skops.io\u3082\u4fe1\u983c\u3059\u308b\u578b\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002\u65b9\u5f0f\u306e\u9078\u629e\u306f\u3001\u79fb\u690d\u6027\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u5bfe\u5fdc\u30e2\u30c7\u30eb\u3001\u6027\u80fd\u3092\u6bd4\u3079\u3066\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\u3068\u518d\u73fe\u53ef\u80fd\u306a\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

scikit-learn\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u306f\u6b63\u5f0f\u306b\u306f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u306a\u3044\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178\uff1ascikit-learn\u516c\u5f0f\u30e2\u30c7\u30eb\u6c38\u7d9a\u5316\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30012026\u5e74\uff09\u3002Python\u3001scikit-learn\u3001NumPy\u3001SciPy\u306a\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u56fa\u5b9a\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u3084\u30ed\u30c3\u30af\u30d5\u30a1\u30a4\u30eb\u3067\u5b66\u7fd2\u74b0\u5883\u3068\u672c\u756a\u74b0\u5883\u3092\u305d\u308d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u3092\u4fdd\u5b58\u3057\u3066\u3082\u3001\u5c06\u6765\u540c\u3058\u30e2\u30c7\u30eb\u3092\u518d\u69cb\u7bc9\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e0d\u5909\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u4f9d\u5b58\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u4ea4\u5dee\u691c\u8a3c\u306e\u7d50\u679c\u3001\u7279\u5fb4\u91cf\u5b9a\u7fa9\u3001\u627f\u8a8d\u8a18\u9332\u3092\u4fdd\u5b58\u3057\u3001\u518d\u5b66\u7fd2\u3084\u969c\u5bb3\u8abf\u67fb\u306b\u4f7f\u3048\u308b\u72b6\u614b\u3092\u4f5c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u500b\u4eba\u60c5\u5831\u30fb\u516c\u5e73\u6027\u30fb\u8aac\u660e\u8cac\u4efb\u3092\u8981\u4ef6\u5316\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u500b\u4eba\u60c5\u5831\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u5229\u7528\u76ee\u7684\u3001\u59d4\u8a17\u5148\u3001\u7b2c\u4e09\u8005\u63d0\u4f9b\u3001\u4fdd\u5b58\u671f\u9593\u3001\u524a\u9664\u65b9\u6cd5\u3001\u6a29\u9650\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u63a1\u7528\u3001\u878d\u8cc7\u3001\u4fdd\u967a\u3001\u533b\u7642\u306a\u3069\u4eba\u306e\u6a29\u5229\u3084\u751f\u6d3b\u306b\u5f71\u97ff\u3059\u308b\u7528\u9014\u3067\u306f\u3001\u4e88\u6e2c\u7d50\u679c\u3060\u3051\u3067\u4e0d\u5229\u76ca\u306a\u5224\u65ad\u3092\u78ba\u5b9a\u3055\u305b\u305a\u3001\u4eba\u306b\u3088\u308b\u78ba\u8a8d\u3001\u7570\u8b70\u7533\u7acb\u3066\u3001\u8aac\u660e\u306e\u8a18\u9332\u3092\u8a2d\u3051\u307e\u3059\u3002<\/p>\n\n\n\n

AI\u306e\u5b89\u5168\u6027\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306f\u3001\u6b63\u78ba\u3055\u3060\u3051\u3067\u306a\u304f\u3001\u5b89\u5168\u6027\u3001\u516c\u5e73\u6027\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u900f\u660e\u6027\u3001\u691c\u8a3c\u53ef\u80fd\u6027\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u56fd\u5185\u306e\u516c\u7684\u306aAI\u30bb\u30fc\u30d5\u30c6\u30a3\u8a55\u4fa1\u8cc7\u6599\u3067\u306f\u3001\u3053\u308c\u3089\u306b\u95a2\u9023\u3059\u308b10\u9805\u76ee\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u51fa\u5178\uff1aIPA\u300cAI\u30bb\u30fc\u30d5\u30c6\u30a3\u306b\u95a2\u3059\u308b\u8a55\u4fa1\u89b3\u70b9\u30ac\u30a4\u30c9\u300d\u7b2c1.10\u7248\u30012025\u5e74\uff09\u3002scikit-learn\u3060\u304b\u3089\u4e00\u5f8b\u306b\u898f\u5236\u3055\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u7528\u9014\u3068\u5f71\u97ff\u306e\u5927\u304d\u3055\u306b\u5fdc\u3058\u3066\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u3073\u65b9\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u306e\u9078\u5b9a\u30dd\u30a4\u30f3\u30c8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u9078\u3076\u3079\u304d\u76f8\u624b\u306f\u3001Python\u306e\u30b3\u30fc\u30c9\u3092\u66f8\u3051\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u3092\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3078\u7d44\u307f\u8fbc\u307f\u3001\u904b\u7528\u307e\u3067\u8a2d\u8a08\u3067\u304d\u308b\u958b\u767a\u4f1a\u793e\u3084\u30d9\u30f3\u30c0\u30fc\u3067\u3059\u3002\u5019\u88dc\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u5b9f\u88c5\u578b\u3001\u30af\u30e9\u30a6\u30c9MLOps\u578b\u3001\u5927\u898f\u6a21SI\u578b\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u6570\u7406\u578b\u306a\u3069\u306b\u5206\u3051\u3066\u8003\u3048\u308b\u3068\u6bd4\u8f03\u3057\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\n

PoC\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u306e\u7d4c\u9a13\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b9f\u7e3e\u3092\u898b\u308b\u3068\u304d\u306f\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u305f\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u6539\u5584\u3001\u65e2\u5b58DB\u3084API\u3068\u306e\u9023\u643a\u3001\u696d\u52d9\u753b\u9762\u3001\u76e3\u8996\u3001\u518d\u5b66\u7fd2\u3001\u969c\u5bb3\u6642\u306e\u624b\u52d5\u5fa9\u5e30\u307e\u3067\u78ba\u8a8d\u3057\u307e\u3059\u3002\u53ef\u80fd\u3067\u3042\u308c\u3070\u3001\u4f3c\u305f\u30c7\u30fc\u30bf\u5f62\u5f0f\u3084\u4e88\u6e2c\u983b\u5ea6\u306e\u6848\u4ef6\u306b\u3064\u3044\u3066\u3001\u5c0e\u5165\u5f8c\u306b\u3069\u306e\u6307\u6a19\u3092\u8ffd\u3044\u3001\u3069\u306e\u983b\u5ea6\u3067\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u3057\u305f\u304b\u3092\u805e\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u6280\u8853\u63d0\u6848\u3067\u306f\u3001Pipeline\u306e\u6271\u3044\u3001\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u5f62\u5f0f\u3001\u4f9d\u5b58\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30c6\u30b9\u30c8\u65b9\u6cd5\u3001\u30ed\u30b0\u306e\u5185\u5bb9\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u904b\u7528\u5206\u62c5\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002scikit-learn\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3060\u3051\u304c\u63d0\u793a\u3055\u308c\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3068\u672c\u756a\u76e3\u8996\u306e\u8aac\u660e\u304c\u306a\u3044\u5834\u5408\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u540c\u3058RFP\u3067\u63d0\u6848\u5185\u5bb9\u3068\u898b\u7a4d\u3082\u308a\u3092\u6bd4\u3079\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5019\u88dc\u5148\u3078\u6e21\u3059RFP\u306b\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3001\u4e88\u6e2c\u5bfe\u8c61\u3001KPI\u3001\u60f3\u5b9a\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3001\u500b\u4eba\u60c5\u5831\u306e\u6709\u7121\u3001\u5e0c\u671b\u6642\u671f\u3001\u4e88\u7b97\u3001\u7d0d\u54c1\u7269\u3092\u305d\u308d\u3048\u3066\u8a18\u8f09\u3057\u307e\u3059\u3002\u7d0d\u54c1\u7269\u306f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3001\u30e2\u30c7\u30eb\u3001Docker\u306a\u3069\u306e\u5b9f\u884c\u74b0\u5883\u3001\u30a4\u30f3\u30d5\u30e9\u5b9a\u7fa9\u3001\u30c6\u30b9\u30c8\u7d50\u679c\u3001\u64cd\u4f5c\u624b\u9806\u3001\u518d\u5b66\u7fd2\u624b\u9806\u3001\u76e3\u8996\u8a2d\u5b9a\u307e\u3067\u5177\u4f53\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u898b\u7a4d\u66f8\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3001\u30a2\u30d7\u30ea\u958b\u767a\u3001\u9023\u643a\u3001\u30c6\u30b9\u30c8\u3001\u30af\u30e9\u30a6\u30c9\u3001\u4fdd\u5b88\u3092\u5206\u3051\u3066\u6bd4\u8f03\u3057\u307e\u3059\u3002\u300cAI\u958b\u767a\u4e00\u5f0f\u300d\u3060\u3051\u3067\u306f\u3001\u3069\u3053\u307e\u3067\u542b\u307e\u308c\u308b\u304b\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\u7cbe\u5ea6\u304c\u76ee\u6a19\u306b\u5c4a\u304b\u306a\u304b\u3063\u305f\u5834\u5408\u306e\u8ffd\u52a0\u691c\u8a3c\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u304c\u5224\u660e\u3057\u305f\u5834\u5408\u306e\u8cbb\u7528\u3001\u5951\u7d04\u7d42\u4e86\u6642\u306e\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u8fd4\u5374\u6761\u4ef6\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u77e5\u8ca1\u30fb\u518d\u59d4\u8a17\u30fb\u4fdd\u5b88\u306e\u8cac\u4efb\u5206\u62c5\u3092\u78ba\u8a8d\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u6848\u4ef6\u3067\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u7279\u5fb4\u91cf\u3001\u5b66\u7fd2\u30b3\u30fc\u30c9\u3001\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3001\u8a55\u4fa1\u7d50\u679c\u3001\u696d\u52d9\u753b\u9762\u306e\u8457\u4f5c\u6a29\u3084\u5229\u7528\u6a29\u304c\u5206\u304b\u308c\u307e\u3059\u3002\u81ea\u793e\u30c7\u30fc\u30bf\u3092\u5225\u6848\u4ef6\u3078\u4f7f\u308f\u306a\u3044\u3053\u3068\u3001\u518d\u59d4\u8a17\u5148\u306e\u7bc4\u56f2\u3001\u8106\u5f31\u6027\u5bfe\u5fdc\u306e\u7a93\u53e3\u3001\u30e2\u30c7\u30eb\u66f4\u65b0\u306e\u8cac\u4efb\u8005\u3092\u5951\u7d04\u306b\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4fdd\u5b88\u5951\u7d04\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u76e3\u8996\u3060\u3051\u3067\u306a\u304f\u3001\u7cbe\u5ea6\u52a3\u5316\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u66f4\u65b0\u3001\u518d\u5b66\u7fd2\u3001\u30e2\u30c7\u30eb\u627f\u8a8d\u3001\u969c\u5bb3\u6642\u306e\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u5bfe\u8c61\u306b\u3059\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7d0d\u54c1\u5f8c\u306b\u81ea\u793e\u3067\u904b\u7528\u3059\u308b\u306a\u3089\u3001\u62c5\u5f53\u8005\u5411\u3051\u306e\u8aac\u660e\u3001\u904b\u7528\u624b\u9806\u3001\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3001\u5f15\u304d\u7d99\u304e\u671f\u9593\u3092\u767a\u6ce8\u7bc4\u56f2\u3078\u542b\u3081\u307e\u3059\u3002<\/p>\n\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1ascikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a><\/p>\n\n

\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1ascikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u4f8b\u3067\u3059<\/strong><\/h2>\n\n\n\n
\n
\n
\"\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u5931\u6557\u3092\u9632\u3050\u78ba\u8a8d\u4e8b\u9805\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u5931\u6557\u306e\u591a\u304f\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u629e\u3088\u308a\u3001\u76ee\u7684\u3001\u30c7\u30fc\u30bf\u3001\u904b\u7528\u306e\u5883\u754c\u304c\u66d6\u6627\u306a\u3053\u3068\u304b\u3089\u8d77\u304d\u307e\u3059\u3002PoC\u6bb5\u968e\u3067\u78ba\u8a8d\u3059\u3079\u304d\u70b9\u3068\u3001\u672c\u756a\u5316\u3067\u8ffd\u52a0\u3059\u3079\u304d\u70b9\u3092\u5206\u3051\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u3092\u4f5c\u308c\u3070\u5b8c\u6210\u3060\u3068\u8003\u3048\u3066\u3057\u307e\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u9ad8\u3044\u7cbe\u5ea6\u306e\u30e2\u30c7\u30eb\u304c\u3067\u304d\u3066\u3082\u3001\u73fe\u5834\u304c\u4e88\u6e2c\u3092\u898b\u306a\u3044\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304c\u6bce\u65e5\u305d\u308d\u308f\u306a\u3044\u3001\u7d50\u679c\u3092\u696d\u52d9\u753b\u9762\u3078\u53cd\u6620\u3067\u304d\u306a\u3044\u306a\u3089\u4fa1\u5024\u306f\u51fa\u307e\u305b\u3093\u3002\u6700\u521d\u304b\u3089\u696d\u52d9\u30a2\u30af\u30b7\u30e7\u30f3\u3001\u4f8b\u5916\u6642\u306e\u624b\u52d5\u51e6\u7406\u3001\u5229\u7528\u8005\u306e\u6a29\u9650\u3001\u7d50\u679c\u306e\u4fdd\u5b58\u65b9\u6cd5\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

PoC\u306e\u7cbe\u5ea6\u3092\u672c\u756a\u306e\u7cbe\u5ea6\u3068\u6df7\u540c\u3057\u3066\u3057\u307e\u3044\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b66\u7fd2\u671f\u9593\u3068\u8a55\u4fa1\u671f\u9593\u304c\u6df7\u3056\u3063\u3066\u3044\u305f\u308a\u3001\u4e88\u6e2c\u6642\u70b9\u3067\u306f\u5165\u624b\u3067\u304d\u306a\u3044\u672a\u6765\u306e\u60c5\u5831\u304c\u7279\u5fb4\u91cf\u306b\u542b\u307e\u308c\u3066\u3044\u305f\u308a\u3059\u308b\u3068\u3001\u7cbe\u5ea6\u306f\u5b9f\u614b\u3088\u308a\u9ad8\u304f\u898b\u3048\u307e\u3059\u3002\u6642\u7cfb\u5217\u3067\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3092\u5206\u3051\u3001\u5b9f\u969b\u306b\u4e88\u6e2c\u3059\u308b\u6642\u70b9\u3067\u5229\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3060\u3051\u3092\u4f7f\u3044\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3068\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u518d\u5b66\u7fd2\u30fb\u76e3\u8996\u30fb\u62c5\u5f53\u8005\u3092\u6c7a\u3081\u306a\u3044\u307e\u307e\u516c\u958b\u3057\u307e\u3059<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u516c\u958b\u76f4\u5f8c\u306f\u52d5\u3044\u3066\u3044\u3066\u3082\u3001\u5546\u54c1\u306e\u69cb\u6210\u3001\u9867\u5ba2\u306e\u884c\u52d5\u3001\u8a2d\u5099\u306e\u72b6\u614b\u304c\u5909\u308f\u308b\u3068\u30e2\u30c7\u30eb\u306f\u52a3\u5316\u3057\u307e\u3059\u3002\u8ab0\u304c\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u3001\u3069\u306e\u6761\u4ef6\u3067\u518d\u5b66\u7fd2\u3057\u3001\u8ab0\u304c\u627f\u8a8d\u3057\u3066\u516c\u958b\u3059\u308b\u306e\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\u4fdd\u5b88\u5951\u7d04\u306b\u542b\u307e\u308c\u308b\u7bc4\u56f2\u3068\u3001\u793e\u5185\u3067\u62c5\u5f53\u3059\u308b\u7bc4\u56f2\u3092\u904b\u7528\u30d5\u30ed\u30fc\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u6700\u5f8c\u306b\u3001\u5c0e\u5165\u524d\u306b\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u8cea\u554f\u3078\u56de\u7b54\u3057\u307e\u3059\u3002\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u958b\u767a\u671f\u9593\u3001\u7cbe\u5ea6\u306e\u8003\u3048\u65b9\u3092\u5148\u306b\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3068\u3001\u76f8\u8ac7\u6642\u306e\u8981\u4ef6\u6574\u7406\u304c\u9032\u3081\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

scikit-learn\u306f\u5546\u7528\u30b7\u30b9\u30c6\u30e0\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u57fa\u672c\u7684\u306b\u306f\u5546\u7528\u5229\u7528\u3057\u3084\u3059\u3044BSD 3-Clause\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3059\u3002\u305f\u3060\u3057\u3001scikit-learn\u4ee5\u5916\u306e\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u3001\u7d44\u307f\u8fbc\u3080\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306f\u5225\u306b\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002\u914d\u5e03\u3084\u6539\u5909\u3001\u8457\u4f5c\u6a29\u8868\u793a\u306e\u6271\u3044\u3092\u6cd5\u52d9\u3084\u62c5\u5f53\u8005\u3068\u78ba\u8a8d\u3057\u3066\u304b\u3089\u516c\u958b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306b\u306f\u4f55\u304b\u6708\u304b\u304b\u308a\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5c0f\u898f\u6a21PoC\u306a\u30891\u301c3\u304b\u6708\u3001\u793e\u5185MVP\u306a\u30892\u301c4\u304b\u6708\u3001API\u3084\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3092\u542b\u3080\u672c\u756a\u958b\u767a\u306a\u30894\u301c8\u304b\u6708\u304c\u76ee\u5b89\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6574\u5099\u72b6\u6cc1\u3001\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u4f5c\u308a\u3084\u3059\u3055\u3001\u9023\u643a\u5148\u306e\u6570\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5be9\u67fb\u3001\u5229\u7528\u8005\u30c6\u30b9\u30c8\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u307e\u3059\u3002\u671f\u9593\u3092\u77ed\u304f\u3059\u308b\u306b\u306f\u3001\u6700\u521d\u306b\u5bfe\u8c61\u696d\u52d9\u3068\u30c7\u30fc\u30bf\u3092\u7d5e\u308a\u3001\u6bb5\u968e\u7684\u306b\u6a5f\u80fd\u3092\u5897\u3084\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n

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\u4e00\u5f8b\u306e\u5408\u683c\u7cbe\u5ea6\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8aa4\u691c\u77e5\u3068\u898b\u9003\u3057\u306e\u30b3\u30b9\u30c8\u3001\u73fe\u5834\u304c\u78ba\u8a8d\u3067\u304d\u308b\u4ef6\u6570\u3001\u65e2\u5b58\u30eb\u30fc\u30eb\u3068\u306e\u6bd4\u8f03\u3001\u5c0e\u5165\u5f8c\u306e\u696d\u52d9KPI\u3067\u5224\u65ad\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u304c\u9ad8\u304f\u3066\u3082\u8aac\u660e\u3067\u304d\u305a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u304c\u5b89\u5b9a\u305b\u305a\u3001\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u4f7f\u3048\u306a\u3044\u306a\u3089\u672c\u756a\u5c0e\u5165\u306b\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002\u9006\u306b\u3001\u4eba\u304c\u78ba\u8a8d\u3059\u308b\u88dc\u52a9\u7528\u9014\u306a\u3089\u3001\u9650\u5b9a\u3057\u305f\u7bc4\u56f2\u3067\u6bb5\u968e\u5c0e\u5165\u3067\u304d\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30af\u30e9\u30a6\u30c9\u3092\u4f7f\u308f\u305a\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u793e\u5185\u30b5\u30fc\u30d0\u30fc\u3084\u9589\u57df\u74b0\u5883\u3067\u5b66\u7fd2\u30fb\u63a8\u8ad6\u3059\u308b\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u69cb\u6210\u3001\u7aef\u672b\u3084\u8a2d\u5099\u5185\u3067\u63a8\u8ad6\u3059\u308b\u30a8\u30c3\u30b8\u69cb\u6210\u3082\u9078\u3079\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30b5\u30fc\u30d0\u30fc\u8abf\u9054\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u76e3\u8996\u3001OS\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u66f4\u65b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u3092\u81ea\u793e\u3067\u62c5\u3046\u7bc4\u56f2\u304c\u5897\u3048\u307e\u3059\u3002\u6a5f\u5bc6\u6027\u3060\u3051\u3067\u306a\u304f\u3001\u904b\u7528\u4eba\u6750\u30685\u5e74\u9593\u306e\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8\u307e\u3067\u6bd4\u8f03\u3057\u3066\u6c7a\u3081\u307e\u3059\u3002<\/p>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u62bc\u3055\u3048\u308b\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n
\n
\n
\"scikit-learn\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

scikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u3092\u696d\u52d9\u3067\u4f7f\u3048\u308b\u4e88\u6e2c\u3084\u5206\u985e\u3078\u5909\u63db\u3057\u3001\u7d99\u7d9a\u7684\u306b\u5b89\u5168\u306b\u904b\u7528\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u8868\u5f62\u5f0f\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u9700\u8981\u4e88\u6e2c\u3001\u89e3\u7d04\u4e88\u6e2c\u3001\u554f\u3044\u5408\u308f\u305b\u5206\u985e\u3001\u7570\u5e38\u691c\u77e5\u306a\u3069\u3067\u306f\u3001\u524d\u51e6\u7406\u3068\u30e2\u30c7\u30eb\u3092Pipeline\u306b\u307e\u3068\u3081\u3001\u5b66\u7fd2\u3068\u63a8\u8ad6\u306e\u5dee\u3092\u306a\u304f\u3059\u3053\u3068\u304c\u51fa\u767a\u70b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

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\n

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\u25bc\u95a2\u9023\u8a18\u4e8b\u4e00\u89a7<\/strong>
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\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\/\u30d9\u30f3\u30c0\u30fc6\u9078\u3068\u9078\u3073\u65b9<\/a>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066<\/a>
\n\u30fbscikit-learn\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u767a\u6ce8\/\u5916\u6ce8\/\u4f9d\u983c\/\u59d4\u8a17\u65b9\u6cd5\u306b\u3064\u3044\u3066<\/a><\/p>\n\n\n\n

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