{"id":817,"date":"2022-02-07T06:00:00","date_gmt":"2022-02-06T21:00:00","guid":{"rendered":"https:\/\/maru.nagoya\/?p=817"},"modified":"2023-01-28T15:29:56","modified_gmt":"2023-01-28T06:29:56","slug":"machine-learning-models-and-examples","status":"publish","type":"post","link":"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/","title":{"rendered":"\u4f55\u304c\u3067\u304d\u308b\u306e\uff1f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb10\u7a2e\u985e\u306e\u7279\u5fb4\u3068\u6d3b\u7528\u4e8b\u4f8b"},"content":{"rendered":"\n<p>\u69d8\u3005\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u6a5f\u68b0\u5b66\u7fd2\u3002<\/p>\n\n\n\n<p>\u8a00\u8449\u306f\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u3063\u3066\u3082\u3001<strong>\u5b9f\u969b\u306b\u3069\u3093\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u308b\u304b<\/strong>\u7406\u89e3\u3057\u3066\u3044\u308b\u4eba\u306f\u5c11\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u69d8\u3005\u306a\u624b\u6cd5\u304c\u3042\u308b\u305f\u3081\u3001<span class=\"keiko_yellow\">\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f<strong>\u4ee3\u8868\u7684\u306a10\u7a2e\u985e\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3068\u6d3b\u7528\u4e8b\u4f8b\u3092\u7d39\u4ecb<\/strong>\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u3082\u304f\u3058<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69e616ce6061d\" class=\"ez-toc-cssicon-toggle-label\"><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 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ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#k%E8%BF%91%E5%82%8D%E6%B3%95\" >k\u8fd1\u508d\u6cd5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0\" >\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#%E3%83%8B%E3%83%A5%E3%83%BC%E3%83%A9%E3%83%AB%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AF\" >\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0\" >\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#%E6%AC%A1%E5%85%83%E5%89%8A%E6%B8%9B_PCA_%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90\" >\u6b21\u5143\u524a\u6e1b&nbsp;(PCA : \u4e3b\u6210\u5206\u5206\u6790)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#DQN\" >DQN<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/maru.nagoya\/index.php\/2022\/02\/07\/machine-learning-models-and-examples\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-0\"><span class=\"ez-toc-section\" id=\"%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%A8%E3%81%AF\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u307e\u305a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u6df7\u540c\u3057\u3084\u3059\u3044\u8a00\u8449\u306b\u4eba\u5de5\u77e5\u80fd\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u306e\u95a2\u4fc2\u306f\u4ee5\u4e0b\u306e\u56f3\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<span class=\"keiko_yellow\">\u6a5f\u68b0\u5b66\u7fd2\u306f\u4eba\u5de5\u77e5\u80fd\u306b\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u90e8\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3046\u6280\u8853\u304c\u3042\u308a\u307e\u3059\u3002<\/span>\u6b74\u53f2\u7684\u306b\u898b\u3066\u3082\u3001\u306f\u3058\u3081\u306b\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3068\u3044\u3046\u6982\u5ff5\u304c\u751f\u307e\u308c\u3001\u6b21\u306b\u6a5f\u68b0\u5b66\u7fd2\u304c\u767a\u5c55\u3057\u3001\u6700\u5f8c\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"513\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-1024x513.png\" alt=\"\" class=\"wp-image-828\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-1024x513.png 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-300x150.png 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-768x384.png 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-1536x769.png 1536w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl-940x471.png 940w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/28172557\/aimldl.png 1810w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><span class=\"keiko_red\">\u25bcAI\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n\n\n<a class=\"c_linkto longc_linkto\" href=\"https:\/\/maru.nagoya\/index.php\/2021\/11\/22\/overview-of-ai\/\">\n  <span class=\"longc_img\"><img loading=\"lazy\" decoding=\"async\" width=\"520\" height=\"300\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2021\/11\/20173952\/overview-of-ai-img-520x300.jpg\" class=\"attachment-thumb-520 size-thumb-520 wp-post-image\" alt=\"\" \/><\/span>\n  <span class=\"longc_content c_linkto_text\"><time class=\"pubdate sng-link-time dfont\" itemprop=\"datePublished\" datetime=\"2021-11-22\">2021\u5e7411\u670822\u65e5<\/time><span class=\"longc_title\">\u3010AI\u6d3b\u7528\u306e\u7b2c\u4e00\u6b69\u3011\u6b63\u3057\u304f\u77e5\u3063\u3066\u308b\uff1fAI\u306e\u5b9a\u7fa9\u3084\u6b74\u53f2\u3001\u7a2e\u985e\u306a\u3069<\/span><\/span>\n<\/a>\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u305d\u306e\u540d\u306e\u901a\u308a\u6a5f\u68b0\u304c\u5b66\u7fd2\u3057\u3066\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u6280\u8853\u3067\u3059\u304c\u3001<span class=\"keiko_yellow\">\u5b66\u7fd2\u306e\u65b9\u6cd5\u306b\u306f\u5927\u304d\u304f\u5206\u3051\u3066<strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3001\u5f37\u5316\u5b66\u7fd2\u306e3\u7a2e\u985e<\/strong>\u304c\u3042\u308a\u307e\u3059\u3002<\/span>\u3055\u3089\u306b\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u56de\u5e30\u3068\u5206\u985e\u306b\u5206\u3051\u3089\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u5b66\u7fd2\u65b9\u6cd5\u306b\u306f\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/02\/01093534\/%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92-1024x572.png\" alt=\"\" class=\"wp-image-901\"><\/figure>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-1\"><span class=\"ez-toc-section\" id=\"10%E7%A8%AE%E9%A1%9E%E3%81%AE%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AE%E5%AD%A6%E7%BF%92%E3%83%A2%E3%83%87%E3%83%AB%E3%81%A8%E3%81%9D%E3%81%AE%E4%BA%8B%E4%BE%8B\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">10\u7a2e\u985e\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u305d\u306e\u4e8b\u4f8b<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u306e\u672c\u984c\u306f\u3053\u3053\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u69d8\u3005\u306a\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u305e\u308c\u3069\u306e\u3088\u3046\u306a\u5834\u9762\u3067\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u3069\u3093\u306a\u7279\u5fb4\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u4e8b\u4f8b\u3092\u6319\u3052\u3066\u9806\u756a\u306b\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-2\"><span class=\"ez-toc-section\" id=\"%E7%B7%9A%E5%BD%A2%E5%9B%9E%E5%B8%B0\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u7dda\u5f62\u56de\u5e30<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-3\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u53ce\u7e2e\u671f\u8840\u5727\u3068\u5e74\u9f62\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u5206\u6790\u3059\u308b<\/li><li>\u99c5\u306e\u5e73\u5747\u4e57\u964d\u5ba2\u6570\u3068\u58f2\u4e0a\u9ad8\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u5206\u6790\u3059\u308b<\/li><li>\u30d3\u30fc\u30eb\u306e\u8ca9\u58f2\u30b1\u30fc\u30b9\u6570\u3068\u6700\u9ad8\u6c17\u6e29\u306e\u95a2\u4fc2\u306b\u3064\u3044\u3066\u5206\u6790\u3059\u308b<\/li><li>\u3042\u308b\u30af\u30e9\u30b9\u306e\u70b9\u6570\u306e\u5206\u5e03\u304b\u3089\u5b66\u5e74\u5168\u4f53\u306e\u70b9\u6570\u306e\u5206\u5e03\u3092\u5206\u6790\u3059\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">\u7dda\u5f62\u56de\u5e30\u306f\u4e3b\u306b\u3001\u5e74\u9f62\u3068\u8840\u5727\u3001\u58f2\u4e0a\u3068\u6765\u5e97\u5ba2\u6570\u3001\u6240\u5f97\u3068\u6d88\u8cbb\u306e\u3088\u3046\u306b\u3001<strong>\u3042\u308b\u4e00\u65b9\u304c\u4ed6\u65b9\u3092\u5de6\u53f3\u3059\u308b\u3068\u3044\u3046\u4e00\u65b9\u5411\u306e\u95a2\u4fc2\u306b\u3042\u308b\u3082\u306e\u306e\u5206\u6790<\/strong>\u306b\u4f7f\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u4e88\u6e2c\u3057\u305f\u3044\u5909\u6570\u306f\u5f93\u5c5e\u5909\u6570(\u307e\u305f\u306f\u76ee\u7684\u5909\u6570)\u3001\u4ed6\u306e\u5909\u6570\u306e\u5024\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u5909\u6570\u306f\u72ec\u7acb\u5909\u6570(\u307e\u305f\u306f\u8aac\u660e\u5909\u6570)\u3068\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-4\"><span class=\"ez-toc-section\" id=\"%E6%AD%A3%E5%89%87%E5%8C%96\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u6b63\u5247\u5316<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-5\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u7dda\u5f62\u56de\u5e30\u3068\u540c\u69d8<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u3001\u300c<strong>\u904e\u5b66\u7fd2<\/strong>\u300d\u3068\u8a00\u3063\u3066\u3001<strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304c\u624b\u5143\u306b\u3042\u308b\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3057\u3059\u304e\u305f\u7d50\u679c\u4e88\u6e2c\u304c\u3046\u307e\u304f\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u72b6\u614b<\/strong>\u306b\u9665\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7dda\u5f62\u56de\u5e30\u306f\u9023\u7d9a\u5909\u6570\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u3068\u3057\u3066\u512a\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u8aac\u660e\u5909\u6570\u304c\u5897\u3048\u308b\u3068\u904e\u5b66\u7fd2\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"keiko_yellow\"><strong>\u6b63\u5247\u5316\u3068\u306f\u3001\u7dda\u5f62\u56de\u5e30\u306e\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3082\u306e<\/strong>\u3067\u3001\u8907\u96d1\u306b\u306a\u3063\u305f\u30e2\u30c7\u30eb\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u3059\u308b\u3053\u3068\u3067\u904e\u5b66\u7fd2\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-6\"><span class=\"ez-toc-section\" id=\"%E3%82%B5%E3%83%9D%E3%83%BC%E3%83%88%E3%83%99%E3%82%AF%E3%82%BF%E3%83%BC%E3%83%9E%E3%82%B7%E3%83%B3%EF%BC%88SVM%EF%BC%89\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-7\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li><span style=\"color: initial; font-family: -apple-system, BlinkMacSystemFont, &quot;Segoe UI&quot;, Roboto, Oxygen-Sans, Ubuntu, Cantarell, &quot;Helvetica Neue&quot;, sans-serif;\">\u8ff7\u60d1\u30e1\u30fc\u30eb\u3068\u901a\u5e38\u306e\u30e1\u30fc\u30eb\u306e\u533a\u5225<\/span><\/li><li>\u90f5\u4fbf\u756a\u53f7\u3092\u8a8d\u8b58\u3057\u3066\u5206\u985e\u3059\u308b<\/li><li>\u4e8b\u524d\u306b\u753b\u50cf\u30d4\u30af\u30bb\u30eb\u304b\u3089\u51fa\u3055\u308c\u305f\u5024\u304b\u3089\u9854\u3092\u5426\u304b\u3092\u8b58\u5225\u3059\u308b\uff08\u9854\u8a8d\u8b58\uff09<\/li><li>\u3042\u3089\u3086\u308b\u5730\u57df\u30fb\u707d\u5bb3\u3092\u5bfe\u8c61\u306b\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u304b\u3089\u707d\u5bb3\u5371\u967a\u5ea6\u3092\u8a55\u4fa1\u3059\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u65b9\u6cd5\u3068\u3057\u3066\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u3044\u3046\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u306f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306a\u3069\u3068\u3044\u3063\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u4e00\u5b9a\u306e\u7279\u5fb4\u3084\u898f\u5247\u6027\u3092\u9078\u5225\u3057\u3066\u53d6\u308a\u51fa\u3059\u51e6\u7406\u306e\u3053\u3068<\/strong>\u3067\u3059\u3002\u3053\u306e\u8a8d\u8b58\u65b9\u6cd5\u306f\u4eba\u9593\u306f\u3054\u304f\u81ea\u7136\u306b\u884c\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306b\u5b9f\u73fe\u3055\u305b\u308b\u305f\u3081\u306b\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"keiko_yellow\">SVM \u306f\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066<strong>\u7269\u4e8b\u3092\u5206\u985e\u3059\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<\/span>SVM\u306e\u7279\u5fb4\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3082\u8b58\u5225\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u3084\u3001\u6700\u9069\u5316\u3059\u3079\u304d\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5c11\u306a\u3044\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-8\"><span class=\"ez-toc-section\" id=\"%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%83%BB%E3%83%A9%E3%83%B3%E3%83%80%E3%83%A0%E3%83%95%E3%82%A9%E3%83%AC%E3%82%B9%E3%83%88\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u6c7a\u5b9a\u6728\u30fb\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-9\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u4f11\u65e5\u3001\u5929\u6c17\u306a\u3069\u306e\u8981\u7d20\u304c\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u8cfc\u5165\u8005\u306e\u884c\u52d5\u306b\u3069\u308c\u3060\u3051\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u5206\u6790\u3059\u308b<\/li><li>Web\u30b5\u30a4\u30c8\u4e0a\u3067\u306e\u884c\u52d5\u5c65\u6b74\u3084\u767b\u9332\u3055\u308c\u305f\u500b\u4eba\u306e\u5c5e\u6027\u60c5\u5831\u3092\u7528\u3044\u308b\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0<\/li><li>\u30c6\u30cb\u30b9\u306e\u672a\u7d4c\u9a13\u8005\u5c64\u306b\u304a\u3044\u3066\u3001\u4eca\u5f8c\u30c6\u30cb\u30b9\u3092\u884c\u3046\u898b\u8fbc\u307f\u304c\u9ad8\u3044\u5c64\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7279\u5fb4\u304c\u3042\u308b\u306e\u304b\u5206\u6790\u3059\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p>\u6c7a\u5b9a\u6728\u3068\u306f\u3001<strong>\u30c7\u30fc\u30bf\u304b\u3089\u201d\u6728\u201d\u69cb\u9020\uff08\u6a39\u5f62\u56f3\uff09\u306e\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5<\/strong>\u3067\u3042\u308a\u3001<span class=\"keiko_yellow\"><strong>\u4f55\u3089\u304b\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u52a9\u3051\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u308b<\/strong>\u3082\u306e\u3067\u3059\u3002<\/span>\u305d\u3057\u3066\u3001<span class=\"keiko_yellow\">\u8907\u6570\u306e\u6c7a\u5b9a\u6728\u3092\u96c6\u3081\u305f\u3082\u306e\u3092\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3068\u8a00\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3-1024x683.png\" alt=\"\" class=\"wp-image-836\" width=\"840\" height=\"560\" srcset=\"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3-1024x683.png 1024w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3-300x200.png 300w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3-768x512.png 768w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3-940x627.png 940w, https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/01\/29101104\/%E6%B1%BA%E5%AE%9A%E6%9C%A8%E3%81%AE%E6%A8%B9%E5%BD%A2%E5%9B%B3.png 1380w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><figcaption>\u753b\u50cf\u5f15\u7528\uff1aCacco \u6c7a\u5b9a\u6728\u5206\u6790\uff08\u30c7\u30a3\u30b7\u30b8\u30e7\u30f3\u30c4\u30ea\u30fc\uff09\u3068\u306f\uff1f\u6982\u8981\u3084\u6d3b\u7528\u65b9\u6cd5\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u3082\u89e3\u8aac<\/figcaption><\/figure><\/div>\n\n\n\n<p><span class=\"keiko_yellow\">\u6c7a\u5b9a\u6728<\/span><span class=\"keiko_yellow\">\u306f\u89e3\u6790\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3092\u4eee\u5b9a\u3057\u306a\u3044\u30ce\u30f3\u30d1\u30e9\u30e1\u30c8\u30ea\u30c3\u30af\u306a\u624b\u6cd5\u3067\u3042\u308a\u3001<strong>\u69d8\u3005\u306a\u5c3a\u5ea6\u3092\u7528\u3044\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5916\u308c\u5024\u306b\u3082\u5f37\u3044<\/strong>\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/span>\u4e00\u65b9\u3067\u3001\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u306b\u6bd4\u3079<strong>\u5206\u985e\u7cbe\u5ea6\u306f\u4f4e\u304f\u3001\u7dda\u5f62\u30c7\u30fc\u30bf\u306b\u306f\u3042\u307e\u308a\u9069\u3057\u3066\u3044\u307e\u305b\u3093<\/strong>\u3002\u904e\u5b66\u7fd2\u3092\u8d77\u3053\u3057\u3084\u3059\u3044\u305f\u3081\u3001\u3044\u304f\u3064\u304b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u3082\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-10\"><span class=\"ez-toc-section\" id=\"k%E8%BF%91%E5%82%8D%E6%B3%95\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">k\u8fd1\u508d\u6cd5<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-11\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u8a2d\u5099\u306b\u5bfe\u3059\u308b\u7570\u5e38\u691c\u77e5<\/li><li>\u5de5\u5834\u306e\u30e9\u30a4\u30f3\u3067\u4e0d\u826f\u54c1\u3092\u691c\u77e5\u3059\u308b<\/li><li>\u4f5c\u696d\u54e1\u306e\u6301\u8fbc\u6301\u51fa\u7269\u54c1\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/li><li>\u96ea\u9053\u306e\u8def\u9762\u72b6\u614b\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u5224\u5225\u3059\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">k\u8fd1\u508d\u6cd5\u3068\u306f\u3001<strong>\u6642\u7cfb\u5217\u306b\u5bfe\u3059\u308b\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u8ddd\u96e2\u3092\u5b9a\u3081\u3001\u305d\u306e\u8ddd\u96e2\u304b\u3089\u300c\u7570\u5e38\u5024\u306a\u306e\u304b\u3069\u3046\u304b\u300d\u3092\u5224\u65ad\u3059\u308b<\/strong>\u3082\u306e\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u3059\u3079\u3066\u306e\u8981\u7d20\u307e\u3067\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001<strong>\u30c7\u30fc\u30bf\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u81a8\u5927\u306a\u6570\u306e\u8a08\u7b97\u304c\u5fc5\u8981\u3068\u306a\u308a\u30c7\u30fc\u30bf\u91cf\u304c\u5236\u9650\u3055\u308c\u3066\u3057\u307e\u3046<\/strong>\u306a\u3069\u306e\u6b20\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-12\"><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-13\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u55ab\u7159\u3068\u98f2\u9152\u306e\u91cf\u306b\u5fdc\u3058\u3066\u3001\u304c\u3093\u304c\u767a\u751f\u3059\u308b\u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b<\/li><li>\u55b6\u696d\u62c5\u5f53\u8005\u306e\u96fb\u8a71\u56de\u6570\u3068\u53d7\u6ce8\u7387\u306e\u5206\u6790\u306a\u3069\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3068\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u8981\u56e0\uff08\u8aac\u660e\u5909\u6570\uff09\u304b\u3089\u300c*2\u5024\u306e\u7d50\u679c\uff08\u76ee\u7684\u5909\u6570\uff09\u300d\u304c\u8d77\u3053\u308b\u78ba\u7387\u3092\u8aac\u660e\u30fb\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3082\u306e\u3067\u3059\u3002<span class=\"keiko_yellow\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u306f\u3001<strong>\u30a4\u30a8\u30b9\u3068\u30ce\u30fc\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3066\u3001\u3042\u308b\u7279\u5b9a\u306e\u73fe\u8c61\u304c\u8d77\u3053\u308b\u78ba\u7387\u3092\u4e88\u6e2c\u3059\u308b<\/strong>\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"has-small-font-size\"><span style=\"color:gray\" class=\"tadv-color\">*2\u5024\uff1a\u8a66\u9a13\u306e\u5408\u683c\uff0f\u4e0d\u5408\u683c\u306e\u3088\u3046\u306b\u7b54\u3048\u304c2\u3064\u3057\u304b\u306a\u3044\u5024\u306e\u3053\u3068\u3092\u8a00\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5206\u6790\u7d50\u679c\u306b\u9ad8\u3044\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u5206\u91ce\u306b\u304a\u3044\u3066\u3082\u6d3b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u4e00\u5b9a\u306e\u8a13\u7df4\u3092\u7a4d\u3081\u3070\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5c02\u9580\u5bb6\u3067\u306a\u304f\u3066\u3082\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u540d\u524d\u306b\u300c\u56de\u5e30\u300d\u3068\u5165\u3063\u3066\u3044\u307e\u3059\u304c\u3001<span class=\"keiko_yellow\"><strong>\u78ba\u7387\u5024\u3092\u56de\u5e30\u3067\u6c42\u3081\u3066\u5206\u985e\u554f\u984c\u3092\u89e3\u304f<\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u300c\u5206\u985e\u300d\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb<\/span>\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7d1b\u3089\u308f\u3057\u3044\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-14\"><span class=\"ez-toc-section\" id=\"%E3%83%8B%E3%83%A5%E3%83%BC%E3%83%A9%E3%83%AB%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AF\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-15\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u6a5f\u68b0\u7ffb\u8a33<\/li><li>\u52d5\u753b\u306b\u6295\u7a3f\u3055\u308c\u308b\u30b3\u30e1\u30f3\u30c8\u306e\u89e3\u6790<\/li><li>EC\u30b5\u30a4\u30c8\u3084\u97f3\u697d\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u914d\u4fe1\u30b5\u30fc\u30d3\u30b9\u4e0a\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u6a5f\u80fd<\/li><li>\u682a\u53d6\u5f15\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u3042\u308b\u6642\u523b\u306b\u682a\u4fa1\u304c\u4e0a\u6607\u3059\u308b\u304b\u4e0b\u843d\u3059\u308b\u304b\u3092\u4e88\u6e2c\u3059\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f\u3001<strong>\u4eba\u9593\u306e\u8133\u5185\u306e\u795e\u7d4c\u7d30\u80de\uff08\u30cb\u30e5\u30fc\u30ed\u30f3\uff09\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092\u6a21\u5023\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5<\/strong>\u306e\u3072\u3068\u3064\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020\u306f\u3001\u5165\u529b\u304c\u884c\u308f\u308c\u308b\u300c\u5165\u529b\u5c64\u300d\u3001\u51fa\u529b\u304c\u884c\u308f\u308c\u308b\u300c\u51fa\u529b\u5c64\u300d\u3001\u9593\u306b\u300c\u96a0\u308c\u5c64\uff08\u4e2d\u9593\u5c64\uff09\u300d\u3092\u52a0\u3048\u3001\u305d\u306e\u3064\u306a\u304c\u308a\u3092\u300c\u91cd\u307f\u300d\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3068\u3057\u3066\u8abf\u6574\u3057\u305f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u5fdc\u7528\u3055\u308c\u305f\u624b\u6cd5\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-16\"><span class=\"ez-toc-section\" id=\"%E3%82%AF%E3%83%A9%E3%82%B9%E3%82%BF%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-17\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u3067\u4ed5\u5206\u3051\u3059\u308b<\/li><li>\u697d\u66f2\u306e\u30b8\u30e3\u30f3\u30eb\u5206\u3051<\/li><li>\u9867\u5ba2\u306e\u6027\u5225\u3084\u5e74\u9f62\u3001\u8da3\u5473\u3001\u55dc\u597d\u306a\u3069\u306b\u3057\u305f\u304c\u3063\u3066\u9867\u5ba2\u5e02\u5834\u3092\u7d30\u5206\u5316\u3059\u308b\u306a\u3069\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001<strong>\u30c7\u30fc\u30bf\u9593\u306e\u985e\u4f3c\u5ea6\u306b\u3082\u3068\u3065\u3044\u3066\u3001\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u624b\u6cd5<\/strong>\u3067\u3059\u3002<\/span>\u3053\u306e\u5358\u8a9e\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084\u7d71\u8a08\u5b66\u306e\u6587\u8108\u4ee5\u5916\u3067\u3082\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u7d71\u8a08\u5b66\u306e\u5206\u91ce\u3067\u306f<strong>\u30af\u30e9\u30b9\u30bf\u5206\u6790<\/strong>\u3084<strong>\u30c7\u30fc\u30bf\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/strong>\u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u300d\u3068\u805e\u304f\u3068\u300c\u5206\u985e\u300d\u306b\u5f53\u3066\u306f\u307e\u308a\u305d\u3046\u306a\u611f\u3058\u304c\u3057\u307e\u3059\u304c\u3001\u5206\u985e\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u3042\u308a\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u306f\u7570\u306a\u308a\u307e\u3059\u3002<span class=\"keiko_yellow\"><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2<\/strong>\u3067\u3001\u3069\u306e\u30b0\u30eb\u30fc\u30d7\u306b\u6240\u5c5e\u3059\u308b\u306a\u3069\u306e\u7b54\u3048\u306f\u306a\u304f\u3001<strong>\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u7279\u5fb4\u3092\u5b66\u7fd2\u3057\u3066\u30b0\u30eb\u30fc\u30d7\u5206\u3051<\/strong>\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-18\"><span class=\"ez-toc-section\" id=\"%E6%AC%A1%E5%85%83%E5%89%8A%E6%B8%9B_PCA_%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">\u6b21\u5143\u524a\u6e1b<strong>&nbsp;(PCA : \u4e3b\u6210\u5206\u5206\u6790)<\/strong><\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-19\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u753b\u50cf\u306e\u30ce\u30a4\u30ba\u9664\u53bb<\/li><li>\u9ad8\u6b21\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ef\u8996\u5316\u3057\u3066\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u95a2\u4fc2\u3084\u30af\u30e9\u30b9\u30bf\u306a\u3069\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u4e88\u6e2c\u3059\u308b<\/li><li>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">\u6b21\u5143\u524a\u6e1b\u3068\u306f\u3001<strong>\u30c7\u30fc\u30bf\u3092\u5727\u7e2e\u3057\u305f\u308a\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306b\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068<\/strong>\u3067\u3059\u3002<\/span>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u81a8\u5927\u306b\u306a\u308a\u3084\u3059\u3044\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5727\u7e2e\u306f\u8a08\u7b97\u8cc7\u6e90\u306e\u6709\u52b9\u6d3b\u7528\u3068\u3044\u3046\u70b9\u306b\u3064\u3044\u3066\u3001\u975e\u5e38\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"keiko_yellow\">\u6b21\u5143\u524a\u6e1b\u306e\u624b\u6cd5\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u304c\u3001\u4ee3\u8868\u7684\u306a\u3082\u306e\u306bPCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09\u304c\u3042\u308a\u307e\u3059\u3002<\/span>\u4e3b\u6210\u5206\u5206\u6790\u3067\u306f\u3001\u7279\u5fb4\u91cf\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u7279\u5fb4\u91cf\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-20\"><span class=\"ez-toc-section\" id=\"DQN\"><\/span><span class=\"sgb-heading__inner sgb-heading--type3\" style=\"background-color:#ccd9f4;border-color:#1b479c;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#333\">DQN<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-21\"><span class=\"sgb-heading__inner sgb-heading--type1 with-icon\" style=\"background-color:transparent;border-color:transparent;font-size:1.2em\"><i class=\"fa fa-check\" style=\"color:#1b479c\"><\/i><span class=\"sgb-heading__text\" style=\"color:#333\">\u4e8b\u4f8b<\/span><\/span><\/h4>\n\n\n<div id=\"li-ldVoTT1I0\">\n<div class=\"wp-block-sgb-list\"><div class=\"li-yubi\"><ul style=\"border-color:#1b479c\"><li>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u56f2\u7881\u30d7\u30ed\u30b0\u30e9\u30e0\u300cAlphaGo\u300d<\/li><li>\u30aa\u30f3\u30e9\u30a4\u30f3\u30b2\u30fc\u30e0\u306b\u304a\u3051\u308b\u9867\u5ba2\u4f53\u9a13\u5411\u4e0a<\/li><li>\u81ea\u7136\u30a8\u30cd\u30eb\u30ae\u30fc\u767a\u96fb\u7db2\u306e\u6700\u9069\u5316<\/li><\/ul><\/div><\/div>\n<\/div>\n\n\n<p><span class=\"keiko_yellow\">DQN\u306fDeep Q-Network\u306e\u7565\u3067\u3001<strong>Q\u5b66\u7fd2\u306b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8003\u3048\u65b9\u3092\u542b\u3081\u305f<\/strong><\/span><strong><span class=\"keiko_yellow\">\u5f37\u5316\u5b66\u7fd2\u306e\u624b\u6cd5<\/span><\/strong>\u3067\u3059\u3002Q\u5b66\u7fd2\u3068\u306f\u3001\u3042\u308b\u72b6\u614b\u306e\u3068\u304d\u306b\u3068\u3063\u305f\u3042\u308b\u884c\u52d5\u306e\u4fa1\u5024\u3092Q\u30c6\u30fc\u30d6\u30eb\u3068\u547c\u3070\u308c\u308b\u30c6\u30fc\u30d6\u30eb\u3067\u7ba1\u7406\u3057\u3001\u884c\u52d5\u3059\u308b\u6bce\u306bQ\u5024\u3092\u66f4\u65b0\u3057\u3066\u3044\u304f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u5831\u916c\u304c\u6700\u5927\u306b\u306a\u308b\u3088\u3046\u306a\u65b9\u6cd5\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u5f37\u5316\u5b66\u7fd2\u306e\u76ee\u7684<\/strong>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-sgb-headings sgb-heading\" id=\"i-22\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span><span class=\"sgb-heading__inner sgb-heading--type4\" style=\"background-color:#303440;border-color:#303440;font-size:1.2em\"><span class=\"sgb-heading__text\" style=\"color:#FFF\">\u307e\u3068\u3081<\/span><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><span class=\"keiko_yellow\">\u305d\u308c\u305e\u308c\u306e\u5b66\u7fd2\u65b9\u6cd5\u306b\u306f\u7279\u5fb4\u304c\u3042\u308b\u306e\u3067\u3001<strong>\u76ee\u7684\u3084\u30c7\u30fc\u30bf\u306b\u5408\u3063\u305f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/strong>\u3067\u3059\u306d\u3002<\/span>\u307e\u305f\u3001\u601d\u3046\u3088\u3046\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u5834\u5408\u306b\u306f\u3001\u4ed6\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u4f7f\u3063\u3066\u5206\u6790\u3092\u9032\u3081\u3066\u307f\u308b\u3068\u89e3\u6c7a\u7b56\u304c\u898b\u3048\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001<span class=\"keiko_red\">\u5f0a\u793e\u3067\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3084AI\u306b\u95a2\u3059\u308b\u7814\u4fee\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u305d\u3061\u3089\u3082\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n\n\n\n<div class=\"wp-block-sgb-sanko\"><a href=\"https:\/\/aiiot.jp\/\" class=\"reference table\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"tbcell refttl\"><i class=\"fas fa-hand-point-right\" style=\"color: #228a93\"><\/i>\u53c2\u8003<\/span><span class=\"tbcell refcite\">\u4e2d\u5c0f\u4f01\u696d\u306eAI\u5c0e\u5165\u306b\u7279\u5316\u3057\u305f\u8ab2\u984c\u89e3\u6c7a\u578b\u306e\u793e\u54e1\u7814\u4fee | maru AIIoT<span> <\/span><\/span><\/a><\/div>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u3066\u30c7\u30fc\u30bf\u304b\u3089\u69d8\u3005\u306a\u5206\u6790\u3092\u3057\u305f\u308a\u3001\u672a\u6765\u3092\u4e88\u6e2c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u69d8\u3005\u306a\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u6a5f\u68b0\u5b66\u7fd2\u3002 \u8a00\u8449\u306f\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u3063\u3066\u3082\u3001\u5b9f\u969b\u306b\u3069\u3093\u306a\u5834\u9762\u3067\u6d3b\u7528\u3067\u304d\u308b\u304b\u7406\u89e3\u3057\u3066\u3044\u308b\u4eba\u306f\u5c11\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f \u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u69d8\u3005\u306a\u624b\u6cd5\u304c\u3042\u308b\u305f\u3081\u3001\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u4ee3\u8868\u7684\u306a10\u7a2e\u985e\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b &#8230; <\/p>\n","protected":false},"author":2,"featured_media":910,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[11],"tags":[6,5,25,27],"class_list":{"0":"post-817","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-dl","9":"tag-ml","10":"tag-25","11":"tag-27"},"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/static.maru.nagoya\/wp-content\/uploads\/2022\/02\/02125132\/machine-learning-models-and-examples-img.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/posts\/817","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/comments?post=817"}],"version-history":[{"count":42,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/posts\/817\/revisions"}],"predecessor-version":[{"id":1441,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/posts\/817\/revisions\/1441"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/media\/910"}],"wp:attachment":[{"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/media?parent=817"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/categories?post=817"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/maru.nagoya\/index.php\/wp-json\/wp\/v2\/tags?post=817"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}