{"id":13620,"date":"2023-05-11T12:10:22","date_gmt":"2023-05-11T03:10:22","guid":{"rendered":"https:\/\/www.tetsumag.com\/?p=13620"},"modified":"2026-08-01T13:43:22","modified_gmt":"2026-08-01T04:43:22","slug":"329","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2023\/05\/11\/329\/","title":{"rendered":"\u3010CNN\u3011\u8077\u4eba\u304c\u30d1\u30c1\u30f3\u30b3\u3067\u7406\u89e3\u3059\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3010\u6a5f\u68b0\u5b66\u7fd2\u3011"},"content":{"rendered":"\n<p>\u753b\u50cf\u8a8d\u8b58AI\u306b\u306f\u5927\u5b66\u30ec\u30d9\u30eb\u306e\u6570\u5b66\u306e\u77e5\u8b58\u304c\u305f\u304f\u3055\u3093\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7dda\u5f62\u4ee3\u6570\u5b66\u3092\u306f\u3058\u3081\u3001\u591a\u6b21\u5143\u95a2\u6570\u306e\u5fae\u5206(\u504f\u5fae\u5206)\u306a\u3069\u982d\u304c\u75db\u304f\u306a\u308b\u3088\u3046\u306a\u5b66\u554f\u7684\u306a\u8a71\u304c\u51fa\u3066\u304f\u308b\u306e\u3067\u3001\u6570\u5b66\u304c\u5acc\u3044\u306a\u65b9\u306b\u3068\u3063\u3066\u306f\u6700\u60aa\u3067\u3059\u3002<\/p>\n<p>\u5927\u5207\u306a\u3053\u3068\u306f\u5b66\u554f\u7684\u306a\u6570\u5b66\u306e\u77e5\u8b58\u3092\u8a73\u7d30\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3060\u3068\u8003\u3048\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u50d5\u306e\u3088\u3046\u306a\u8077\u4eba\u3067\u3082\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u565b\u307f\u7815\u3044\u3066\u89e3\u8aac\u3057\u3088\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<div 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href=\"https:\/\/tetsumag.com\/blog\/2023\/05\/11\/329\/#python%E3%81%A7AI%E3%82%92%E5%AE%9F%E9%9A%9B%E3%81%AB%E5%8B%95%E3%81%8B%E3%81%97%E3%81%A6%E3%81%BF%E3%82%88%E3%81%86%EF%BC%81\" title=\"python\u3067AI\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\uff01\">python\u3067AI\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\uff01<\/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:\/\/tetsumag.com\/blog\/2023\/05\/11\/329\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E7%95%B3%E3%81%BF%E8%BE%BC%E3%81%BF%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%E3%81%A8%E3%81%AF\"><\/span>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f?<span 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\/>\n\u753b\u50cf\u8a8d\u8b58\u3092\u76ee\u7684\u3068\u3057\u305fAI\u30e2\u30c7\u30eb\u306b\u306f\u5927\u5b66\u30ec\u30d9\u30eb\u306e\u6570\u5b66\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u70ba\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u6570\u5b66\u306e\u77e5\u8b58\u3092\u6301\u3061\u5408\u308f\u305b\u3066\u3044\u306a\u3044\u3068\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8aac\u660e\u8cc7\u6599\u3092\u8aad\u3080\u3053\u3068\u3059\u3089\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u8a66\u3057\u306b\u300c\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3000\u308f\u304b\u308a\u3084\u3059\u304f\u300d\u3068\u691c\u7d22\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u691c\u7d22\u3055\u308c\u305f\u8a18\u4e8b\u3067\u308f\u304b\u308a\u3084\u3059\u3044\u8a18\u4e8b\u306f\u307b\u3068\u3093\u3069\u7121\u304f\u3001\u300c\u5165\u529b\u5c64\u300d\u3068\u304b\u300c\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u300d\u3068\u304b\u300c\u6d3b\u6027\u5316\u95a2\u6570\u300d\u3068\u304b\u4f55\u8a00\u3063\u3066\u3044\u308b\u306e\u304b\u3055\u3063\u3071\u308a\u308f\u304b\u308a\u307e\u305b\u3093\u306d\u3002<\/p>\n<p>(\u50d5\u306f\u7406\u89e3\u3067\u304d\u307e\u305b\u3093\uff01\u7686\u3055\u3093\u672c\u5f53\u306b\u308f\u304b\u308a\u307e\u3059\u304b\uff1f\uff1f)<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%BF%83%E6%B7%A1%E3%81%AE%E6%95%B0%E5%80%A4%E3%82%92%E5%8F%82%E7%85%A7%E3%81%97%E3%81%A6%E3%80%81%E6%9C%80%E7%B5%82%E7%9A%84%E3%81%AB%E3%81%AF%E3%82%AB%E3%83%A1%E3%83%A9%E3%81%AB%E6%98%A0%E3%81%A3%E3%81%9F%E3%82%82%E3%81%AE%E3%82%920-1%E3%81%AE%E7%A2%BA%E7%8E%87%E3%81%A7%E8%A1%A8%E7%A4%BA%E3%81%97%E3%81%9F%E3%81%84\"><\/span>\u6fc3\u6de1\u306e\u6570\u5024\u3092\u53c2\u7167\u3057\u3066\u3001\u6700\u7d42\u7684\u306b\u306f\u30ab\u30e1\u30e9\u306b\u6620\u3063\u305f\u3082\u306e\u30920-1\u306e\u78ba\u7387\u3067\u8868\u793a\u3057\u305f\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<blockquote class=\"wp-embedded-content\" data-secret=\"rhJuTIuNkp\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/70\/\">\u3010DeepLearning\u3011\u753b\u50cf\u306e\u30d5\u30a3\u30eb\u30bf\u51e6\u7406\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010DeepLearning\u3011\u753b\u50cf\u306e\u30d5\u30a3\u30eb\u30bf\u51e6\u7406\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/70\/embed\/#?secret=ERDoK9bL4l#?secret=rhJuTIuNkp\" data-secret=\"rhJuTIuNkp\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" 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style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u753b\u50cf\u8a8d\u8b58AI\u306f\u5165\u529b\u3055\u308c\u305f\u753b\u50cf\u30923\u8272256\u6bb5\u968e\u306e\u6fc3\u6de1\u306e\u60c5\u5831\u3092\u6570\u5b57\u3067\u53d7\u3051\u53d6\u308a\u3001\u6700\u7d42\u7684\u306b\u306f0\u304b\u30891\u306e\u6570\u5b57\u3067\u78ba\u7387\u3068\u3057\u3066\u51fa\u529b\u3059\u308b<\/p>\n<p>\u753b\u50cf\u306e\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u95a2\u6570\u306f\u3001\u8907\u96d1\u306a(\u975e\u7dda\u5f62\u306e)\u95a2\u6570\u3067\u8868\u3055\u308c\u308b<\/p>\n<p>\u3053\u308c\u3089\u306e\u95a2\u6570\u306f<span style=\"color: #ff0000;\">\u7279\u5fb4\u304c\u3042\u308b\u3082\u306e\u3092\u5927\u304d\u3044\u6570\u5b57\u306b\u3001\u7279\u5fb4\u304c\u306a\u3044\u3082\u306e\u3092\u5c0f\u3055\u3044\u6570\u5b57\u3068\u3059\u308b<\/span>\u3068\u3044\u3046\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u308b<\/p>\n<p>\u3053\u308c\u3092\u6d3b\u6027\u5316\u95a2\u6570\u3068\u3044\u3046<\/p>\n<\/div>\n<\/div>\n<h4><span class=\"ez-toc-section\" id=\"%E3%82%B7%E3%82%B0%E3%83%A2%E3%82%A4%E3%83%89%E9%96%A2%E6%95%B0\"><\/span>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305101717.png\" alt=\"\" width=\"546\" height=\"433\" class=\"aligncenter size-full wp-image-13634\" \/><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E3%83%8F%E3%82%A4%E3%83%91%E3%83%9C%E3%83%AA%E3%83%83%E3%82%AF%E3%82%BF%E3%83%B3%E3%82%B8%E3%82%A7%E3%83%B3%E3%83%88\"><\/span>\u30cf\u30a4\u30d1\u30dc\u30ea\u30c3\u30af\u30bf\u30f3\u30b8\u30a7\u30f3\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305101735.png\" alt=\"\" width=\"565\" height=\"433\" class=\"aligncenter size-full wp-image-13638\" \/><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%AD%A3%E8%A6%8F%E5%8C%96%E7%B7%9A%E5%BD%A2%E9%96%A2%E6%95%B0\"><\/span>\u6b63\u898f\u5316\u7dda\u5f62\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305101740.png\" alt=\"\" width=\"543\" height=\"433\" class=\"aligncenter size-full wp-image-13636\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%90%8C%E3%81%98%E3%82%88%E3%81%86%E3%81%AA%E7%89%B9%E5%BE%B4%E3%82%92%E6%8C%81%E3%81%A3%E3%81%A6%E3%81%84%E3%82%8B%E3%82%82%E3%81%AE%E3%82%92%E5%90%8C%E7%A8%AE%E9%A1%9E%E3%81%A8%E3%81%97%E3%81%A6%E8%A3%9C%E6%AD%A3%E3%81%99%E3%82%8B\"><\/span>\u540c\u3058\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u540c\u7a2e\u985e\u3068\u3057\u3066\u88dc\u6b63\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: center;\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305102243-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-13647\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305102243-1024x576.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305102243-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305102243-600x338.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305102243.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><br \/>\n\u53c2\u8003\uff1aMNIST\u306b\u542b\u307e\u308c\u308b\u300c\u624b\u66f8\u304d\u6570\u5b57\u300d\u306e\u4f8b\u203b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u914d\u5e03\u5143\uff1a The MNIST database\uff08Modified National Institute of Standards and Technology database\uff09<\/p>\n<p>\u7573\u307f\u8fbc\u307f\u5c64\u3067\u753b\u50cf\u304c\u6301\u3063\u3066\u3044\u308b\u7279\u5fb4\u3092\u62bd\u51fa\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u7279\u5fb4\u3092\u3082\u3063\u3066\u3044\u308b\u753b\u50cf\u3092\u540c\u7a2e\u985e\u306e\u753b\u50cf\u3068\u3057\u3066\u51fa\u529b\u3059\u308b\u305f\u3081\u306b\u6700\u5927\u30d7\u30fc\u30ea\u30f3\u30b0\u3068\u3044\u3046\u51e6\u7406\u3092\u3057\u307e\u3059\u3002<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u540c\u3058\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u540c\u7a2e\u985e\u3068\u3057\u3066\u88dc\u6b63\u3059\u308b\u305f\u3081\u306b\u6700\u5927\u30d7\u30fc\u30ea\u30f3\u30b0\u3068\u3044\u3046\u51e6\u7406\u304c\u3042\u308b<\/p>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%87%BA%E5%8A%9B%E5%B1%A4%E3%81%A8%E6%95%99%E5%B8%AB%E3%83%87%E3%83%BC%E3%82%BF\"><\/span>\u51fa\u529b\u5c64\u3068\u6559\u5e2b\u30c7\u30fc\u30bf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<blockquote class=\"wp-embedded-content\" data-secret=\"EgFgrL7JfY\"><p><a href=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/265\/\">DeepLearning\u3067\u753b\u50cf\u5206\u985e\u3092\u5b66\u7fd2\u3055\u305b\u308b<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;DeepLearning\u3067\u753b\u50cf\u5206\u985e\u3092\u5b66\u7fd2\u3055\u305b\u308b&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/265\/embed\/#?secret=QP0clLKrLB#?secret=EgFgrL7JfY\" data-secret=\"EgFgrL7JfY\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>\u5165\u529b\u3055\u308c\u305f\u753b\u50cf\u30923\u8272256\u6bb5\u968e\u306e\u6fc3\u6de1\u306e\u60c5\u5831\u306f\u6700\u7d42\u7684\u306b\u51fa\u529b\u5c64\u306b\u96c6\u8a08\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u51fa\u529b\u5c64\u3067\u96c6\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u6559\u5e2b\u30c7\u30fc\u30bf(\u6b63\u89e3\u306e\u30c7\u30fc\u30bf)\u3068\u6bd4\u8f03\u3055\u308c\u3001\u96c6\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3068\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u8aa4\u5dee\u304c\u7b97\u51fa\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff0000;\">\u753b\u50cf\u8a8d\u8b58AI\u306e\u5b66\u7fd2\u3068\u306f\u3053\u306e\u8aa4\u5dee\u3092\u6700\u5c0f\u306b\u3059\u308b\u4f5c\u696d<\/span>\u3068\u8a00\u3044\u63db\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u90e8\u5206\u3092\u5c11\u3057\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%BD%E3%83%95%E3%83%88%E3%83%9E%E3%83%83%E3%82%AF%E3%82%B9%E9%96%A2%E6%95%B0%E3%81%AF%E7%89%B9%E5%BE%B4%E3%82%92%E6%98%8E%E7%A4%BA%E3%81%97%E3%81%A4%E3%81%A4%E7%A2%BA%E7%8E%87%E3%81%A7%E5%87%BA%E5%8A%9B%E3%81%99%E3%82%8B%E6%B4%BB%E6%80%A7%E5%8C%96%E9%96%A2%E6%95%B0\"><\/span>\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u306f\u7279\u5fb4\u3092\u660e\u793a\u3057\u3064\u3064\u78ba\u7387\u3067\u51fa\u529b\u3059\u308b\u6d3b\u6027\u5316\u95a2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305101815.png\" alt=\"\" width=\"555\" height=\"433\" class=\"aligncenter size-full wp-image-13640\" \/><\/p>\n<p>\u4e0a\u8a18\u3067\u898b\u3066\u304d\u305f\u3088\u3046\u306b\u3001\u6d3b\u6027\u5316\u95a2\u6570\u306fy=ax+b\u306e\u3088\u3046\u306a\u5358\u7d14\u306a\u6570\u5f0f(\u7dda\u5f62)\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u306f\u5024\u3092\u6301\u3063\u3066\u3044\u308b\u6570\u5b57\u3092\u6307\u6570\u7684\u306b\u5897\u52a0\u30fb\u5f37\u8abf\u3055\u305b\u308b\u3068\u3044\u3046\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001\u5f37\u8abf\u3055\u308c\u305f\u5024\u30920\u304b\u30891\u306e\u78ba\u7387\u306e\u6570\u5b57\u3067\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u6307\u6570\u306f\u5165\u529b\u3055\u308c\u305f\u5024\u3092\u5f37\u8abf\u3055\u305b\u308b\u610f\u5473\u3092\u6301\u3064<\/p>\n<p>0\u304b\u30891\u306e\u5024\u3068\u3057\u3066\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u78ba\u7387\u3068\u3057\u3066\u51fa\u529b\u3059\u308b<\/p>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AD%A6%E7%BF%92%E3%81%A8%E3%81%AF%E6%95%99%E5%B8%AB%E3%83%87%E3%83%BC%E3%82%BF%E3%81%A8%E3%81%AE%E8%AA%A4%E5%B7%AE%E3%82%92%E6%9C%80%E5%B0%8F%E3%81%AB%E3%81%99%E3%82%8B%E3%81%93%E3%81%A8\"><\/span>\u5b66\u7fd2\u3068\u306f\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u306e\u8aa4\u5dee\u3092\u6700\u5c0f\u306b\u3059\u308b\u3053\u3068<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305101831.png\" alt=\"\" width=\"534\" height=\"433\" class=\"aligncenter size-full wp-image-13641\" \/><\/p>\n<p>\u753b\u50cf\u8a8d\u8b58AI\u304c\u5c0e\u304d\u51fa\u3057\u305f\u7b54\u3048\u306f\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u3067\u51fa\u529b\u3055\u308c\u305f0\u304b\u30891\u306e\u9593\u306e\u6570\u5b57\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u3067\u51fa\u529b\u3055\u308c\u305f\u6570\u5b57\u304c0.9\u3067\u3042\u308c\u307090%\u306e\u78ba\u7387\u3068\u753b\u50cf\u8a8d\u8b58AI\u304c\u7b54\u3048\u3092\u51fa\u3057\u305f\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u3067\u51fa\u529b\u3055\u308c\u305f\u6570\u5b57\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u306f\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3068\u3044\u3046\u5bfe\u6570\u95a2\u6570\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u3067\u51fa\u529b\u3055\u308c\u305f\u6570\u5b57\u304c1\u306b\u8fd1\u304f\u3001\u4e14\u3064\u305d\u308c\u304c\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u7b54\u3048\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u306e\u5024(\u8aa4\u5dee)\u306f\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<div>\n<div style=\"height: 15px;\"><span style=\"background: #91D8AC; padding: 10px 10px; border-radius: 10px; color: #ffffff; font-weight: bold; margin-left: 10px;\">\u30dd\u30a4\u30f3\u30c8<\/span><\/div>\n<div style=\"padding: 30px 15px 10px; border-radius: 5px; border: 8px solid #91D8AC;\">\n<p>\u753b\u50cf\u8a8d\u8b58AI\u304c\u51fa\u3057\u305f\u7b54\u3048\u3092\u8a55\u4fa1\u3059\u308b\u306b\u306f\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b<\/p>\n<p>\u30bd\u30d5\u30c8\u30de\u30c3\u30af\u30b9\u95a2\u6570\u3067\u51fa\u529b\u3055\u308c\u305f\u6570\u5b57\u304c1\u306b\u8fd1\u304f\u3001\u4e14\u3064\u305d\u308c\u304c\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u7b54\u3048\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u306e\u5024(\u8aa4\u5dee)\u306f\u5c0f\u3055\u304f\u306a\u308b<\/p>\n<p>AI\u306e\u5b66\u7fd2\u3068\u306f\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc(\u8aa4\u5dee)\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068<\/p>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E7%95%B3%E3%81%BF%E8%BE%BC%E3%81%BF%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%E3%81%AF%E3%83%91%E3%83%81%E3%83%B3%E3%82%B3%E3%82%B9%E3%83%AD%E3%83%83%E3%83%88%E3%81%A8%E5%90%8C%E3%81%98\"><\/span>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30d1\u30c1\u30f3\u30b3\u30b9\u30ed\u30c3\u30c8\u3068\u540c\u3058<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2023\/05\/202305111204-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-13662\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305111204-1024x576.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305111204-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305111204-600x338.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2023\/05\/202305111204.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u3053\u3053\u307e\u3067\u5c0f\u96e3\u3057\u3044\u8a71\u3092\u3057\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u3092\u8077\u4eba\u304c\u5927\u597d\u304d\u306a\u30d1\u30c1\u30f3\u30b3\u30b9\u30ed\u30c3\u30c8\u3067\u7f6e\u304d\u63db\u3048\u3066\u307e\u3068\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" title=\"\">CNN\r\n\u30fb\u753b\u50cf\u8a8d\u8b58AI\u306f\u5165\u529b\u3055\u308c\u305f\u753b\u50cf\u30923\u8272256\u6bb5\u968e\u306e\u6fc3\u6de1\u306e\u60c5\u5831\u3092\u6570\u5b57\u3067\u53d7\u3051\u53d6\u308a\u3001\u6700\u7d42\u7684\u306b\u306f0\u304b\u30891\u306e\u6570\u5b57\u3067\u78ba\u7387\u3068\u3057\u3066\u51fa\u529b\r\n\u30fb3\u8272256\u6bb5\u968e\u306e\u6fc3\u6de1\u306e\u60c5\u5831\u3092\u78ba\u7387\u306b\u5909\u63db\u3059\u308b\u306b\u306f\u8907\u96d1\u306a\u95a2\u6570(\u6d3b\u6027\u5316\u95a2\u6570)\u304c\u5fc5\u8981\u306b\u306a\u308b\r\n\u30fb\u6d3b\u6027\u5316\u95a2\u6570\u306b\u3088\u3063\u3066\u62bd\u51fa\u3055\u308c\u305f\u7279\u5fb4\u3092\u6301\u3064\u540c\u3058\u3088\u3046\u306a\u753b\u50cf\u306f\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u3067\u540c\u7a2e\u985e\u306e\u753b\u50cf\u3068\u3057\u3066\u51e6\u7406\u3059\u308b\r\n\u30fb\u51fa\u529b\u5c64\u3067\u306f\u7279\u5fb4\u3092\u5f37\u8abf\u3059\u308b\u95a2\u6570\u304c\u4f7f\u7528\u3055\u308c\u308b\r\n\u30fb\u8aa4\u5dee\u306f\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3068\u3044\u3046\u95a2\u6570\u3067\u8868\u793a\u3055\u308c\u308b\r\n\u30fb\u5b66\u7fd2\u3092\u7e70\u308a\u8fd4\u3057\u3066\u6559\u5e2b\u30c7\u30fc\u30bf\u3068\u306e\u8aa4\u5dee\u3092\u6700\u5c0f\u306b\u3059\u308b\r\n\r\n\u30d1\u30c1\u30f3\u30b3\u30b9\u30ed\u30c3\u30c8\r\n\u30fb1\/399\u3067\u5927\u5f53\u305f\u308a\u306e\u30d1\u30c1\u30f3\u30b3\u6a5f\u68b0=\u6700\u7d42\u7684\u306b\u306f\u78ba\u7387\u3067\u5224\u5b9a\r\n\u30fb\u4e00\u56de\u5f53\u305f\u308a\u306e\u62bd\u9078\u3067\u8907\u96d1\u306a\u6f14\u51fa\u3084\u30c1\u30e3\u30f3\u30b9\u30be\u30fc\u30f3\u3092\u7d4c\u7531\u3057\u3066\u904a\u6280\u753b\u9762\u306b\u8868\u793a=\u5358\u7d14\u306a\u78ba\u7387\u3067\u306f\u306a\u304f\u8907\u96d1\u306a\u51e6\u7406\u3092\u7d4c\u308b\r\n\u30fb\u8272\u3005\u306a\u6f14\u51fa\u3092\u7d4c\u7531\u3057\u3066\u5927\u5f53\u305f\u308a\u304b\u306f\u305a\u308c\u304b\u3092\u5224\u5b9a=1\/399\u306e\u5927\u5f53\u305f\u308a\u78ba\u7387\u3068\u6bd4\u8f03\u3057\u3066\u8a55\u4fa1\r\n\r\n<\/pre>\n<p>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8aac\u660e\u306f\u4e00\u822c\u7684\u306b\u306f\u96e3\u89e3\u306a\u6570\u5b66\u306e\u8aac\u660e\u304c\u3055\u308c\u307e\u3059\u304c\u3001\u30d1\u30c1\u30f3\u30b3\u30b9\u30ed\u30c3\u30c8\u3068\u540c\u3058\u3068\u8003\u3048\u308c\u3070\u50d5\u3089\u306b\u306f\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u306d\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"python%E3%81%A7AI%E3%82%92%E5%AE%9F%E9%9A%9B%E3%81%AB%E5%8B%95%E3%81%8B%E3%81%97%E3%81%A6%E3%81%BF%E3%82%88%E3%81%86%EF%BC%81\"><\/span>python\u3067AI\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\uff01<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u3053\u3053\u307e\u3067\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3080\u3053\u3068\u304c\u3067\u304d\u305f\u3089\u4ee5\u4e0b\u306ePytorch\u516c\u5f0f\u30da\u30fc\u30b8\u3092\u305c\u3072\u898b\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306a\u306e\u3067\u8868\u793a\u306f\u82f1\u8a9e\u3067\u3059\u304c\u3001\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306f\u4e0a\u8a18\u306e\u30d1\u30c1\u30f3\u30b3\u3068\u540c\u3058\u3067\u5165\u529b\u3055\u308c\u305f\u5024\u3092\u78ba\u7387\u3067\u8a55\u4fa1\u3057\u3066\u3044\u308b\u3060\u3051\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #339966;\"><a href=\"https:\/\/pytorch.org\/tutorials\/beginner\/blitz\/cifar10_tutorial.html\" target=\"_blank\" rel=\"noopener\" style=\"color: #339966;\">Pytorch\u516c\u5f0f\u30da\u30fc\u30b8<\/a><\/span><\/p>\n<p>\u3066\u3064\u307e\u3050\u306e\u753b\u50cf\u8a8d\u8b58AI\u8b1b\u5ea7\u3067\u306f\u521d\u5b66\u8005\u3067\u3082\u5206\u304b\u308a\u3084\u3059\u304fPython\u30b3\u30fc\u30c9\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u305c\u3072\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><a href=\"https:\/\/www.udemy.com\/course\/tetsumag-objectdetection\/?couponCode=TETSUMAG10002\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/www.tetsumag.com\/wp-content\/uploads\/2022\/07\/202304271834-1024x576.jpg\" alt=\"\" width=\"1024\" height=\"576\" class=\"aligncenter size-large wp-image-13533\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834-1024x576.jpg 1024w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834-768x432.jpg 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834-1536x864.jpg 1536w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834-1320x743.jpg 1320w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834-600x338.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2022\/07\/202304271834.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u96e3\u89e3\u306a\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30d1\u30c1\u30f3\u30b3\u306b\u4f8b\u3048\u3066\u89e3\u8aac\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u5927\u5b66\u30ec\u30d9\u30eb\u306e\u6570\u5b66\u3092\u771f\u306b\u53d7\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u7406\u89e3\u3059\u308b\u3060\u3051\u306b\u7559\u3081\u3066\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306b\u529b\u3092\u5165\u308c\u307e\u3057\u3087\u3046\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"6n9zuo5pCV\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/02\/08\/309\/\">\u3010YOLOv5\u3011\u7269\u4f53\u691c\u51fa\u306e\u7cbe\u5ea6\u3068\u5b66\u7fd2\u7d50\u679c\uff4dAP\u306e\u8aad\u307f\u65b9\u306b\u3064\u3044\u3066<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010YOLOv5\u3011\u7269\u4f53\u691c\u51fa\u306e\u7cbe\u5ea6\u3068\u5b66\u7fd2\u7d50\u679c\uff4dAP\u306e\u8aad\u307f\u65b9\u306b\u3064\u3044\u3066&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/02\/08\/309\/embed\/#?secret=FrPxWtri7X#?secret=6n9zuo5pCV\" data-secret=\"6n9zuo5pCV\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"Qwv10r3ADq\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/02\/25\/310\/\">\u3010YOLO\u3011\u7c21\u6613\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3010\u7269\u4f53\u691c\u77e5\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010YOLO\u3011\u7c21\u6613\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3010\u7269\u4f53\u691c\u77e5\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/02\/25\/310\/embed\/#?secret=ZHd791ivXJ#?secret=Qwv10r3ADq\" data-secret=\"Qwv10r3ADq\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u753b\u50cf\u8a8d\u8b58AI\u306b\u306f\u5927\u5b66\u30ec\u30d9\u30eb\u306e\u6570\u5b66\u306e\u77e5\u8b58\u304c\u305f\u304f\u3055\u3093\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002 \u7dda\u5f62\u4ee3\u6570\u5b66\u3092\u306f\u3058\u3081\u3001\u591a\u6b21\u5143\u95a2\u6570\u306e\u5fae\u5206(\u504f\u5fae\u5206)\u306a\u3069\u982d\u304c\u75db\u304f\u306a\u308b\u3088\u3046\u306a\u5b66\u554f\u7684\u306a\u8a71\u304c\u51fa\u3066\u304f\u308b\u306e\u3067\u3001\u6570\u5b66\u304c\u5acc\u3044\u306a\u65b9\u306b\u3068\u3063\u3066\u306f\u6700\u60aa\u3067\u3059\u3002 \u5927\u5207\u306a\u3053\u3068\u306f\u5b66\u554f\u7684\u306a\u6570 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2023\/05\/11\/329\/\"> <span class=\"screen-reader-text\">\u3010CNN\u3011\u8077\u4eba\u304c\u30d1\u30c1\u30f3\u30b3\u3067\u7406\u89e3\u3059\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3010\u6a5f\u68b0\u5b66\u7fd2\u3011<\/span> \u3082\u3063\u3068\u8aad\u3080 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