{"id":3443,"date":"2026-02-22T00:00:55","date_gmt":"2026-02-21T17:00:55","guid":{"rendered":"https:\/\/technest.com.vn\/?p=3443"},"modified":"2026-02-04T17:02:33","modified_gmt":"2026-02-04T10:02:33","slug":"predictive-analytics","status":"publish","type":"post","link":"https:\/\/technest.com.vn\/ja\/predictive-analytics\/","title":{"rendered":"\u4e88\u6e2c\u5206\u6790\uff1a\u539f\u5247\u3068\u5229\u70b9"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u30c7\u30b8\u30bf\u30eb\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306f\u65b0\u3057\u3044\u300c\u77f3\u6cb9\u300d\u306b\u4f8b\u3048\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u904e\u53bb\u306b\u8d77\u304d\u305f\u3053\u3068\u3092\u5358\u306b\u7d71\u8a08\u7684\u306b\u307e\u3068\u3081\u308b\u3060\u3051\u3067\u306f\u3001\u4f01\u696d\u306f\u307e\u3060\u9053\u306e\u308a\u306e\u534a\u5206\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u771f\u306e\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u3092\u5b9f\u73fe\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u3092\u4e3b\u5c0e\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u672a\u6765\u3092\u898b\u901a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u3053\u305d\u304c\u3001<\/span><a title=\"\u4e88\u6e2c\u5206\u6790\uff08Predictive Analytics\uff09\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/\"><b>\u4e88\u6e2c\u5206\u6790\uff08Predictive Analytics\uff09<\/b><\/a><span style=\"font-weight: 400;\">\u304c\u305d\u306e\u4f7f\u547d\u3092\u679c\u305f\u3059\u6642\u306a\u306e\u3067\u3059\u3002<\/span><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E6%B4%BB%E7%94%A8%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B%EF%BC%9F\" >\u4e88\u6e2c\u5206\u6790\u306e\u6d3b\u7528\u3068\u306f\u4f55\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E9%87%8D%E8%A6%81%E6%80%A7\" >\u4e88\u6e2c\u5206\u6790\u306e\u91cd\u8981\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E5%8B%95%E4%BD%9C%E5%8E%9F%E7%90%86\" >\u4e88\u6e2c\u5206\u6790\u306e\u52d5\u4f5c\u539f\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E7%A8%AE%E9%A1%9E\" >\u4e88\u6e2c\u5206\u6790\u30e2\u30c7\u30eb\u306e\u7a2e\u985e<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E5%88%86%E9%A1%9E%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Classification%EF%BC%89\" >\u5206\u985e\u30e2\u30c7\u30eb\uff08Classification\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E5%9B%9E%E5%B8%B0%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Regression%EF%BC%89\" >\u56de\u5e30\u30e2\u30c7\u30eb\uff08Regression\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%BC%E5%88%86%E6%9E%90%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Clustering%EF%BC%89\" >\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u30e2\u30c7\u30eb\uff08Clustering\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E6%99%82%E7%B3%BB%E5%88%97%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Time_Series%EF%BC%89\" >\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\uff08Time Series\uff09<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\" >\u4e88\u6e2c\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E5%AE%9F%E8%B7%B5%E7%9A%84%E3%81%AA%E5%BF%9C%E7%94%A8\" >\u4e88\u6e2c\u5206\u6790\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E3%83%9E%E3%83%BC%E3%82%B1%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\" >\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3044\u3066<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E9%87%91%E8%9E%8D%E3%83%BB%E9%8A%80%E8%A1%8C%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\" >\u91d1\u878d\u30fb\u9280\u884c\u306b\u304a\u3044\u3066<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E3%83%93%E3%82%B8%E3%83%8D%E3%82%B9%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\" >\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AB%E7%94%A8%E3%81%84%E3%82%89%E3%82%8C%E3%82%8B%E4%B8%80%E8%88%AC%E7%9A%84%E3%81%AA%E3%83%84%E3%83%BC%E3%83%AB\" >\u4e88\u6e2c\u5206\u6790\u306b\u7528\u3044\u3089\u308c\u308b\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/technest.com.vn\/ja\/predictive-analytics\/#%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E7%99%BA%E5%B1%95%E3%83%88%E3%83%AC%E3%83%B3%E3%83%89\" >\u4e88\u6e2c\u5206\u6790\u306e\u767a\u5c55\u30c8\u30ec\u30f3\u30c9<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E6%B4%BB%E7%94%A8%E3%81%A8%E3%81%AF%E4%BD%95%E3%81%8B%EF%BC%9F\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u6d3b\u7528\u3068\u306f\u4f55\u304b\uff1f<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306f\u9ad8\u5ea6\u306a\u5206\u6790\u306e\u4e00\u5206\u91ce\u3067\u3042\u308a\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u7d71\u8a08\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\uff08Machine Learning\uff09\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5c06\u6765\u306e\u51fa\u6765\u4e8b\u304c\u767a\u751f\u3059\u308b\u78ba\u7387\u3092\u4e88\u6e2c\u3057\u307e\u3059\u3002\u300c\u4f55\u304c\u8d77\u304d\u305f\u304b\uff1f\u300d\u3068\u554f\u3046\u4ee3\u308f\u308a\u306b\u3001\u4e88\u6e2c\u5206\u6790\u306f\u300c\u4f55\u304c\u8d77\u304d\u308b\u53ef\u80fd\u6027\u304c\u6700\u3082\u9ad8\u3044\u304b\uff1f\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u7b54\u3048\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3428\" aria-describedby=\"caption-attachment-3428\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3428 size-full\" title=\"\u4e88\u6e2c\u5206\u6790\u306e\u6d3b\u7528\u3068\u306f\u4f55\u304b\uff1f\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-1.jpg\" alt=\"\u4e88\u6e2c\u5206\u6790\u306e\u6d3b\u7528\u3068\u306f\u4f55\u304b\uff1f\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-1.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-1-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3428\" class=\"wp-caption-text\">\u4e88\u6e2c\u5206\u6790\u306e\u6d3b\u7528\u3068\u306f\u4f55\u304b\uff1f<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u611f\u60c5\u7684\u306a\u300c\u4e88\u8a00\u300d\u3067\u306f\u306a\u304f\u3001\u53b3\u5bc6\u306a\u79d1\u5b66\u7684\u6839\u62e0\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u306b\u96a0\u3055\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u6027\u3092\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u3067\u3001\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u9867\u5ba2\u884c\u52d5\u3001\u5e02\u5834\u306e\u5909\u52d5\u3001\u3042\u308b\u3044\u306f\u6f5c\u5728\u7684\u306a\u30ea\u30b9\u30af\u306b\u3064\u3044\u3066\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044\u5224\u65ad\u3092\u4e0b\u3059\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u73fe\u5728\u3001\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u7814\u7a76\u5ba4\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u7d4c\u6e08\u6d3b\u52d5\u306e\u3042\u3089\u3086\u308b\u5c40\u9762\u306b\u6d78\u900f\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E9%87%8D%E8%A6%81%E6%80%A7\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u91cd\u8981\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u5909\u52d5\u306e\u6fc0\u3057\u3044\u4e16\u754c\uff08VUCA\uff09\u306b\u304a\u3044\u3066\u3001\u4e88\u6e2c\u80fd\u529b\u306f\u6838\u5fc3\u7684\u306a\u7af6\u4e89\u512a\u4f4d\u6027\u3068\u306a\u308a\u307e\u3059\u3002\u4e88\u6e2c\u5206\u6790\u306f\u3001\u4f01\u696d\u304c\u3088\u308a\u4e3b\u4f53\u7684\u306b\u8a08\u753b\u3092\u7acb\u3066\u308b\u306e\u3092\u52a9\u3051\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u300c\u6307\u91dd\u300d\u306b\u3082\u306a\u308a\u307e\u3059\u3002\u4e88\u6e2c\u304c\u306a\u3051\u308c\u3070\u3001\u4f01\u696d\u306f\u9727\u306e\u4e2d\u3092\u9032\u3080\u8239\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308a\u3001\u6c37\u5c71\u306b\u885d\u7a81\u3057\u305f\u6642\u306b\u3057\u304b\u53cd\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u306f\u9060\u304f\u304b\u3089\u300c\u6c37\u5c71\u300d\u3092\u5bdf\u77e5\u3057\u3001\u30eb\u30fc\u30c8\u3092\u8abf\u6574\u3057\u3066\u904b\u7528\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u7af6\u5408\u4ed6\u793e\u304c\u6c17\u3065\u304f\u524d\u306b\u30c1\u30e3\u30f3\u30b9\u3092\u63b4\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u91d1\u878d\u3084\u533b\u7642\u3068\u3044\u3063\u305f\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u696d\u754c\u306b\u304a\u3044\u3066\u3001\u4e88\u6e2c\u5206\u6790\u306e\u91cd\u8981\u6027\u306f\u8cc7\u7523\u3084\u4eba\u547d\u3092\u5b88\u308b\u3053\u3068\u306b\u307e\u3067\u53ca\u3073\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u4f01\u696d\u306e\u59ff\u52e2\u3092\u300c\u9632\u5fa1\u300d\u304b\u3089\u3001\u8a08\u7b97\u3055\u308c\u305f\u300c\u653b\u3081\u300d\u3078\u3068\u8ee2\u63db\u3055\u305b\u308b\u306e\u3067\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E5%8B%95%E4%BD%9C%E5%8E%9F%E7%90%86\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u52d5\u4f5c\u539f\u7406<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306e\u904b\u7528\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u751f\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u59cb\u307e\u308a\u3001\u5177\u4f53\u7684\u306a\u5b9f\u884c\u30a2\u30af\u30b7\u30e7\u30f3\u3067\u7d42\u308f\u308b\u30af\u30ed\u30fc\u30ba\u30c9\u30eb\u30fc\u30d7\u306e\u30b5\u30a4\u30af\u30eb\u3067\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u901a\u5e38\u3001\u53b3\u683c\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u307f\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u307e\u305a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u3092\u5b9a\u7fa9\u3057\u3001\u305d\u306e\u5f8c\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\uff08<strong>CRM<\/strong>\u3001<strong>SNS<\/strong>\u3001<strong><a title=\"IoT\u30c7\u30d0\u30a4\u30b9\" href=\"https:\/\/technest.com.vn\/ja\/iot-devices\/\" target=\"_blank\" rel=\"noopener\">IoT\u30c7\u30d0\u30a4\u30b9<\/a><\/strong>\u306a\u3069\uff09\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30ce\u30a4\u30ba\u3092\u53d6\u308a\u9664\u304f\u305f\u3081\u306b\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u300c\u6e96\u5099\u5b8c\u4e86\u300d\u306b\u306a\u308b\u3068\u3001\u6570\u5b66\u7684\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u9069\u7528\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\uff08\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff09\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u5b9f\u74b0\u5883\u306b\u5c0e\u5165\u3057\u3066\u5b9a\u671f\u7684\u306a\u4e88\u6e2c\u3092\u884c\u3046\u524d\u306b\u3001\u5225\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u3066\u691c\u8a3c\uff08\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\uff09\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E7%A8%AE%E9%A1%9E\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u30e2\u30c7\u30eb\u306e\u7a2e\u985e<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u3092\u4fa1\u5024\u306e\u3042\u308b\u60c5\u5831\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u51fa\u529b\u5909\u6570\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u69d8\u3005\u306a\u7a2e\u985e\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u5b9f\u793e\u4f1a\u306e\u7279\u6709\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3001\u6700\u3082\u4e00\u822c\u7684\u306a4\u3064\u306e\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%86%E9%A1%9E%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Classification%EF%BC%89\"><\/span><b>\u5206\u985e\u30e2\u30c7\u30eb\uff08Classification\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u3053\u308c\u306f\u6700\u3082\u4e00\u822c\u7684\u306a\u30e2\u30c7\u30eb\u3067\u3001\u5165\u529b\u3055\u308c\u305f\u7279\u5fb4\u306b\u57fa\u3065\u3044\u3066\u5bfe\u8c61\u3092\u7279\u5b9a\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5206\u985e\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u9280\u884c\u3067\u306f\u3001\u53d6\u5f15\u304c<\/span><b>\u6b63\u5f53<\/b><span style=\"font-weight: 400;\">\u304b<\/span><b>\u4e0d\u6b63<\/b><span style=\"font-weight: 400;\">\u304b\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u5206\u985e\u30e2\u30c7\u30eb\u304c\u4f7f\u308f\u308c\u307e\u3059\u3002\u8fd4\u3055\u308c\u308b\u7d50\u679c\u306f\u901a\u5e38\u3001<\/span><b>\u306f\u3044\/\u3044\u3044\u3048<\/b><span style=\"font-weight: 400;\">\u3084<\/span><b>\u5408\u683c\/\u4e0d\u5408\u683c<\/b><span style=\"font-weight: 400;\">\u3068\u3044\u3063\u305f\u660e\u78ba\u306a\u30e9\u30d9\u30eb\uff08labels\uff09\u3067\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3429\" aria-describedby=\"caption-attachment-3429\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3429 size-full\" title=\"\u5206\u985e\u30e2\u30c7\u30eb\uff08Classification\uff09\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-2.jpg\" alt=\"\u5206\u985e\u30e2\u30c7\u30eb\uff08Classification\uff09\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-2.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-2-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3429\" class=\"wp-caption-text\">\u5206\u985e\u30e2\u30c7\u30eb\uff08Classification\uff09<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E5%9B%9E%E5%B8%B0%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Regression%EF%BC%89\"><\/span><b>\u56de\u5e30\u30e2\u30c7\u30eb\uff08Regression\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u5206\u985e\u3068\u306f\u5bfe\u7167\u7684\u306b\u3001\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u9023\u7d9a\u7684\u306a\u7bc4\u56f2\u5185\u306e\u5177\u4f53\u7684\u306a\u6570\u5024\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u9762\u7a4d\u3084\u7acb\u5730\u306b\u57fa\u3065\u3044\u305f\u4f4f\u5b85\u4fa1\u683c\u306e\u4e88\u6e2c\u3084\u3001\u6765\u9031\u306e\u6c17\u6e29\u4e88\u6e2c\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u6570\u5b66\u7684\u516c\u5f0f\u306f\u901a\u5e38\u3001\u72ec\u7acb\u5909\u6570\u3068\u5f93\u5c5e\u5909\u6570\u306e\u76f8\u95a2\u95a2\u4fc2\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><i><span style=\"font-weight: 400;\">Y = \u03b20 + \u03b21X1 + \u03b22X2 + &#8230; + \u03b5<\/span><\/i><\/p>\n<figure id=\"attachment_3430\" aria-describedby=\"caption-attachment-3430\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3430 size-full\" title=\"\u56de\u5e30\u30e2\u30c7\u30eb\uff08Regression\uff09\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-3.jpg\" alt=\"\u56de\u5e30\u30e2\u30c7\u30eb\uff08Regression\uff09\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-3.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-3-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3430\" class=\"wp-caption-text\">\u56de\u5e30\u30e2\u30c7\u30eb\uff08Regression\uff09<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%BC%E5%88%86%E6%9E%90%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Clustering%EF%BC%89\"><\/span><b>\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u30e2\u30c7\u30eb\uff08Clustering\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30e2\u30c7\u30eb\u306f\u300c\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\uff08unsupervised learning\uff09\u300d\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u5c5e\u3057\u3001\u4e8b\u524d\u306b\u30c7\u30fc\u30bf\u306b\u30e9\u30d9\u30eb\u3092\u4ed8\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u985e\u4f3c\u70b9\u3092\u81ea\u52d5\u7684\u306b\u63a2\u7d22\u3057\u3001\u5bfe\u8c61\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3044\u3066\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u4f01\u696d\u304c\u305d\u308c\u307e\u3067\u5b9a\u7fa9\u3057\u3066\u3044\u306a\u304b\u3063\u305f\u300c\u4f3c\u305f\u8cfc\u8cb7\u884c\u52d5\u3092\u6301\u3064\u9867\u5ba2\u5c64\u300d\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3059\u308b\u306e\u306b\u975e\u5e38\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3431\" aria-describedby=\"caption-attachment-3431\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3431 size-full\" title=\"\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u30e2\u30c7\u30eb\uff08Clustering\uff09\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-4.jpg\" alt=\"\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u30e2\u30c7\u30eb\uff08Clustering\uff09\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-4.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-4-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3431\" class=\"wp-caption-text\">\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u30e2\u30c7\u30eb\uff08Clustering\uff09<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E6%99%82%E7%B3%BB%E5%88%97%E3%83%A2%E3%83%87%E3%83%AB%EF%BC%88Time_Series%EF%BC%89\"><\/span><b>\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\uff08Time Series\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u9023\u7d9a\u3057\u305f\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002\u904e\u53bb\u306e\u30c8\u30ec\u30f3\u30c9\uff08trend\uff09\u3084\u5468\u671f\u6027\uff08seasonality\uff09\u306e\u5206\u6790\u306b\u57fa\u3065\u304d\u3001\u6708\u6b21\u58f2\u4e0a\u3001\u682a\u4fa1\u306e\u5909\u52d5\u3001\u307e\u305f\u306f\u5b63\u7bc0\u3054\u3068\u306e\u5728\u5eab\u9700\u8981\u3092\u4e88\u6e2c\u3059\u308b\u306e\u306b\u6975\u3081\u3066\u52b9\u679c\u7684\u3067\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3432\" aria-describedby=\"caption-attachment-3432\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3432 size-full\" title=\"\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\uff08Time Series\uff09\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-5.jpg\" alt=\"\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\uff08Time Series\uff09\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-5.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-5-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3432\" class=\"wp-caption-text\">\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\uff08Time Series\uff09<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E3%83%A1%E3%83%AA%E3%83%83%E3%83%88\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u30e1\u30ea\u30c3\u30c8<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306e\u5c0e\u5165\u306b\u6210\u529f\u3059\u308c\u3070\u3001\u5f93\u6765\u306e\u5206\u6790\u624b\u6cd5\u3067\u306f\u5230\u9054\u3067\u304d\u306a\u304b\u3063\u305f\u5727\u5012\u7684\u306a\u4fa1\u5024\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5229\u76ca\u306e\u6700\u9069\u5316\uff1a<\/b><span style=\"font-weight: 400;\"> \u8cfc\u8cb7\u30c8\u30ec\u30f3\u30c9\u3092\u4e8b\u524d\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3001\u9069\u5207\u306a\u5728\u5eab\u91cf\u3092\u7dad\u6301\u3057\u3001\u5728\u5eab\u4e0d\u8db3\u3084\u904e\u5270\u5728\u5eab\u3092\u524a\u6e1b\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u6700\u9069\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5e83\u544a\u3092\u5c55\u958b\u3067\u304d\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a\uff1a<\/b><span style=\"font-weight: 400;\"> \u9867\u5ba2\u304c\u771f\u306b\u5fc5\u8981\u3068\u3057\u3066\u3044\u308b\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u81ea\u52d5\u7684\u306b\u63d0\u6848\u3057\u307e\u3059\uff08Netflix\u3084Amazon\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u6a5f\u80fd\u3068\u540c\u69d8\uff09\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30ea\u30b9\u30af\u306e\u6700\u5c0f\u5316\uff1a<\/b><span style=\"font-weight: 400;\"> \u7570\u5e38\u306e\u5146\u5019\u3092\u65e9\u671f\u306b\u767a\u898b\u3057\u3001\u91d1\u878d\u8a50\u6b3a\u3001\u4e0d\u826f\u50b5\u6a29\u3001\u3042\u308b\u3044\u306f\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u3092\u672a\u7136\u306b\u9632\u304e\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\uff1a<\/b><span style=\"font-weight: 400;\"> \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u611f\u60c5\u7684\u306a\u5224\u65ad\u3084\u904b\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u5b9f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u9078\u629e\u3092\u884c\u3046\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E5%AE%9F%E8%B7%B5%E7%9A%84%E3%81%AA%E5%BF%9C%E7%94%A8\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u529b\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u3001\u4e3b\u8981\u306a\u696d\u754c\u304c\u65e5\u3005\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u304b\u3089\u91d1\u878d\u30b7\u30b9\u30c6\u30e0\u306e\u4fdd\u8b77\u306b\u81f3\u308b\u307e\u3067\u3001\u4e88\u6e2c\u5206\u6790\u306f\u3042\u3089\u3086\u308b\u6210\u9577\u6226\u7565\u306e\u4e2d\u6838\uff08\u30cf\u30fc\u30c8\uff09\u3068\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3433\" aria-describedby=\"caption-attachment-3433\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3433 size-full\" title=\"\u4e88\u6e2c\u5206\u6790\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-6.jpg\" alt=\"\u4e88\u6e2c\u5206\u6790\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-6.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-6-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3433\" class=\"wp-caption-text\">\u4e88\u6e2c\u5206\u6790\u306e\u5b9f\u8df5\u7684\u306a\u5fdc\u7528<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%83%BC%E3%82%B1%E3%83%86%E3%82%A3%E3%83%B3%E3%82%B0%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\"><\/span><b>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u304a\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306f\u3001\u4e88\u6e2c\u5206\u6790\u306f<\/span><b>\u9867\u5ba2\u751f\u6daf\u4fa1\u5024\uff08Customer Lifetime Value\uff09<\/b><span style=\"font-weight: 400;\">\u306e\u7279\u5b9a\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u4f01\u696d\u306f\u3001\u3069\u306e\u9867\u5ba2\u304c\u30b5\u30fc\u30d3\u30b9\u3092\u89e3\u7d04\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304b\uff08\u89e3\u7d04\u4e88\u6e2c &#8211; churn prediction\uff09\u3092\u4e88\u6e2c\u3057\u3001\u5f15\u304d\u6b62\u3081\u308b\u305f\u3081\u306e\u9069\u5207\u306a\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u5b9f\u65bd\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u6700\u3082\u9ad8\u3044\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u3082\u305f\u3089\u3059\u5e83\u544a\u30c1\u30e3\u30cd\u30eb\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u5e74\u9593\u6570\u767e\u4e07\u30c9\u30eb\u306e\u4e88\u7b97\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E9%87%91%E8%9E%8D%E3%83%BB%E9%8A%80%E8%A1%8C%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\"><\/span><b>\u91d1\u878d\u30fb\u9280\u884c\u306b\u304a\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u9280\u884c\u306f\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066<\/span><b>\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\uff08Credit Scoring\uff09<\/b><span style=\"font-weight: 400;\">\u3092\u884c\u3044\u307e\u3059\u3002\u5358\u306b\u7d66\u4e0e\u660e\u7d30\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u4f55\u5343\u3082\u306e\u5909\u6570\u3092\u5206\u6790\u3057\u3066\u500b\u4eba\u306e\u8fd4\u6e08\u80fd\u529b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u4e0d\u6b63\u691c\u77e5\u30b7\u30b9\u30c6\u30e0\uff08Fraud Detection\uff09\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u52d5\u4f5c\u3057\u3001\u4e0d\u5be9\u306a\u53d6\u5f15\u3092\u6570\u30df\u30ea\u79d2\u4ee5\u5185\u306b\u906e\u65ad\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%93%E3%82%B8%E3%83%8D%E3%82%B9%E3%81%AB%E3%81%8A%E3%81%84%E3%81%A6\"><\/span><b>\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u30a6\u30a9\u30eb\u30de\u30fc\u30c8\u3084\u30b6\u30e9\u306e\u3088\u3046\u306a\u5927\u624b\u5c0f\u58f2\u696d\u8005\u306f\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u7ba1\u7406\u306e\u305f\u3081\u306b\u300c\u9700\u8981\u4e88\u6e2c\uff08Demand Forecasting\uff09\u300d\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u5929\u6c17\u4e88\u5831\u3084\u5730\u57df\u306e\u6587\u5316\u30a4\u30d9\u30f3\u30c8\u306b\u57fa\u3065\u3044\u3066\u3001\u7fcc\u9031\u306b\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u306e\u5e97\u8217\u3078\u4f55\u679a\u306eT\u30b7\u30e3\u30c4\u3092\u914d\u9001\u3059\u3079\u304d\u304b\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u300c\u54c1\u5207\u308c\u300d\u3068\u300c\u904e\u5270\u5728\u5eab\u300d\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6700\u9069\u306b\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AB%E7%94%A8%E3%81%84%E3%82%89%E3%82%8C%E3%82%8B%E4%B8%80%E8%88%AC%E7%9A%84%E3%81%AA%E3%83%84%E3%83%BC%E3%83%AB\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306b\u7528\u3044\u3089\u308c\u308b\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u5927\u898f\u6a21\u3067\u8907\u96d1\u306a\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u3001\u5c02\u9580\u5bb6\u306f\u5c02\u7528\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u652f\u63f4\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u30c4\u30fc\u30eb\u306e\u9078\u629e\u306f\u3001\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3084\u30b9\u30bf\u30c3\u30d5\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\uff1a<\/b><span style=\"font-weight: 400;\"> Python\u3068R\u306f\u3001\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\uff08<strong>Scikit-learn<\/strong>\u3001<strong>Pandas<\/strong>\u3001<a title=\"TensorFlow\" href=\"https:\/\/vi.wikipedia.org\/wiki\/TensorFlow\" target=\"_blank\" rel=\"nofollow noopener\"><strong>TensorFlow<\/strong><\/a>\u306a\u3069\uff09\u306e\u304a\u304b\u3052\u3067\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u754c\u306e\u300c\u4e8c\u5927\u5de8\u982d\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u5546\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff1a<\/b><span style=\"font-weight: 400;\"> SAS\u3001IBM SPSS Modeler\u3001SAP Predictive Analytics\u306f\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u5b89\u5b9a\u6027\u3068\u9ad8\u5ea6\u306a\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8\u3092\u6c42\u3081\u308b\u5927\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff1a<\/b><span style=\"font-weight: 400;\"> Google Cloud AI\u3001AWS SageMaker\u3001Microsoft Azure Machine Learning\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u9ad8\u4fa1\u306a\u7269\u7406\u30b5\u30fc\u30d0\u30fc\u306b\u6295\u8cc7\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5f37\u529b\u306a\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u57fa\u76e4\u4e0a\u3067\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5c55\u958b\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%88%E6%B8%AC%E5%88%86%E6%9E%90%E3%81%AE%E7%99%BA%E5%B1%95%E3%83%88%E3%83%AC%E3%83%B3%E3%83%89\"><\/span><b>\u4e88\u6e2c\u5206\u6790\u306e\u767a\u5c55\u30c8\u30ec\u30f3\u30c9<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306e\u672a\u6765\u306f\u3001\u751f\u6210AI\uff08Generative AI\uff09\u306e\u98db\u8e8d\u7684\u306a\u9032\u6b69\u3068\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u4eca\u3001\u5358\u306b\u300c\u4f55\u304c\u8d77\u304d\u308b\u304b\u300d\u3092\u4e88\u6e2c\u3059\u308b\u6bb5\u968e\u304b\u3089\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u300c\u4f55\u3092\u3059\u3079\u304d\u304b\u300d\u3092\u81ea\u52d5\u7684\u306b\u63d0\u6848\u3059\u308b\u6bb5\u968e\uff08\u51e6\u65b9\u7684\u5206\u6790 &#8211; Prescriptive Analytics\uff09\u3078\u306e\u79fb\u884c\u3092\u76ee\u306e\u5f53\u305f\u308a\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<figure id=\"attachment_3434\" aria-describedby=\"caption-attachment-3434\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3434 size-full\" title=\"\u4e88\u6e2c\u5206\u6790\u306e\u767a\u5c55\u30c8\u30ec\u30f3\u30c9\" src=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-7.jpg\" alt=\"\u4e88\u6e2c\u5206\u6790\u306e\u767a\u5c55\u30c8\u30ec\u30f3\u30c9\" width=\"600\" height=\"400\" srcset=\"https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-7.jpg 600w, https:\/\/technest.com.vn\/wp-content\/uploads\/2026\/02\/phan-tich-du-doan-7-300x200.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption id=\"caption-attachment-3434\" class=\"wp-caption-text\">\u4e88\u6e2c\u5206\u6790\u306e\u767a\u5c55\u30c8\u30ec\u30f3\u30c9<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">\u52a0\u3048\u3066\u3001\u300cAutoML\u300d\uff08\u81ea\u52d5\u6a5f\u68b0\u5b66\u7fd2\uff09\u306e\u30c8\u30ec\u30f3\u30c9\u304c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6c11\u4e3b\u5316\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u3044\u4eba\u3067\u3082\u3001\u30c9\u30e9\u30c3\u30b0\u30fb\u30a2\u30f3\u30c9\u30fb\u30c9\u30ed\u30c3\u30d7\u5f62\u5f0f\u306e\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u9ad8\u54c1\u8cea\u306a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u502b\u7406\u554f\u984c\u3084\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u900f\u660e\u6027\uff08\u8aac\u660e\u53ef\u80fd\u306aAI &#8211; Explainable AI\uff09\u304c\u4eca\u5f8c\u306e\u7126\u70b9\u3068\u306a\u308a\u3001\u4e88\u6e2c\u304c\u6b63\u78ba\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u516c\u5e73\u3067\u504f\u898b\u306e\u306a\u3044\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4e88\u6e2c\u5206\u6790\u306f\u3082\u306f\u3084\u300c\u3042\u308c\u3070\u4fbf\u5229\u306a\u3082\u306e\u300d\u3067\u306f\u306a\u304f\u3001\u751f\u304d\u6b8b\u308b\u305f\u3081\u306e\u300c\u5fc5\u9808\u6761\u4ef6\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u3059\u3050\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u3092\u6700\u9069\u5316\u3057\u305f\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u30af\u30ea\u30fc\u30f3\u306a\u30c7\u30fc\u30bf\u306e\u84c4\u7a4d\u3092\u958b\u59cb\u3057\u3001\u81ea\u793e\u306b\u9069\u3057\u305f\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30b8\u30bf\u30eb\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306f\u65b0\u3057\u3044\u300c\u77f3\u6cb9\u300d\u306b\u4f8b\u3048\u3089\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u904e\u53bb\u306b\u8d77\u304d\u305f\u3053\u3068\u3092\u5358\u306b\u7d71\u8a08\u7684\u306b\u307e\u3068\u3081\u308b\u3060\u3051\u3067\u306f\u3001\u4f01\u696d\u306f\u307e\u3060\u9053\u306e\u308a\u306e\u534a\u5206\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u771f\u306e\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u3092\u5b9f\u73fe\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u3092\u4e3b\u5c0e\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u672a\u6765\u3092\u898b\u901a\u3059<\/p>\n","protected":false},"author":1,"featured_media":3435,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[60],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/posts\/3443"}],"collection":[{"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/comments?post=3443"}],"version-history":[{"count":2,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/posts\/3443\/revisions"}],"predecessor-version":[{"id":3445,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/posts\/3443\/revisions\/3445"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/media\/3435"}],"wp:attachment":[{"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/media?parent=3443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/categories?post=3443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/technest.com.vn\/ja\/wp-json\/wp\/v2\/tags?post=3443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}