{"id":1199,"date":"2020-07-09T19:42:04","date_gmt":"2020-07-09T10:42:04","guid":{"rendered":"http:\/\/hirlab.net\/nblog\/?p=1199"},"modified":"2020-07-09T19:42:04","modified_gmt":"2020-07-09T10:42:04","slug":"%e7%9f%a5%e8%ad%98%e3%82%bc%e3%83%ad%e3%81%a7%e3%82%82%e3%82%8f%e3%81%8b%e3%82%8b%ef%bc%81%e6%ad%b4%e5%8f%b2%e3%81%8b%e3%82%89%e7%b4%90%e8%a7%a3%e3%81%8f%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bdai","status":"publish","type":"post","link":"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/","title":{"rendered":"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff01\u6b74\u53f2\u304b\u3089\u7d10\u89e3\u304f\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_11 counter-hierarchy counter-decimal ez-toc-light-blue\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u30b3\u30f3\u30c6\u30f3\u30c4<\/p>\n<span class=\"ez-toc-title-toggle\"><a class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\"><i class=\"ez-toc-glyphicon ez-toc-icon-toggle\"><\/i><\/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:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\" title=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E5%AF%BE%E8%B1%A1%E8%80%85\" title=\"\u672c\u8a18\u4e8b\u306e\u5bfe\u8c61\u8005\">\u672c\u8a18\u4e8b\u306e\u5bfe\u8c61\u8005<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E7%AD%86%E8%80%85%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\" title=\"\u7b46\u8005\u306b\u3064\u3044\u3066\">\u7b46\u8005\u306b\u3064\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-4\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AE%E5%8E%9F%E7%82%B9_1950%E5%B9%B4%E4%BB%A3\" title=\"AI\u306e\u539f\u70b9 -1950\u5e74\u4ee3-\">AI\u306e\u539f\u70b9 -1950\u5e74\u4ee3-<\/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:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AB%E5%AF%BE%E3%81%99%E3%82%8B%E6%9C%9F%E5%BE%85\" title=\"AI\u306b\u5bfe\u3059\u308b\u671f\u5f85\">AI\u306b\u5bfe\u3059\u308b\u671f\u5f85<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E5%88%9D%E6%9C%9F_1960%E5%B9%B4%E5%89%8D%E5%BE%8C\" title=\"AI\u521d\u671f -1960\u5e74\u524d\u5f8c-\">AI\u521d\u671f -1960\u5e74\u524d\u5f8c-<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%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%AE%E7%A5%96%E3%80%8C%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%80%8D\" title=\"\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7956\u300c\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u300d\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7956\u300c\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u300d<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%81%AE%E5%A4%A7%E3%81%8D%E3%81%AA%E6%AC%A0%E7%82%B9\" title=\"\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u5927\u304d\u306a\u6b20\u70b9\">\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u5927\u304d\u306a\u6b20\u70b9<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E5%A4%9A%E5%B1%A4%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%81%A8%E3%81%84%E3%81%86%E8%80%83%E3%81%88\" title=\"\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u3044\u3046\u8003\u3048\">\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u3044\u3046\u8003\u3048<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E6%B0%B7%E6%B2%B3%E6%9C%9F_1970%E5%B9%B4%E4%BB%A3\" title=\"AI\u6c37\u6cb3\u671f -1970\u5e74\u4ee3-\">AI\u6c37\u6cb3\u671f -1970\u5e74\u4ee3-<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AE%E7%99%BA%E5%B1%95_1980%E5%B9%B4%E4%BB%A3\" title=\"AI\u306e\u767a\u5c55 -1980\u5e74\u4ee3-\">AI\u306e\u767a\u5c55 -1980\u5e74\u4ee3-<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E6%97%A5%E6%9C%AC%E3%81%A7%E3%81%AE%E4%BA%BA%E5%B7%A5%E7%9F%A5%E8%83%BD%E7%A0%94%E7%A9%B6\" title=\"\u65e5\u672c\u3067\u306e\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\">\u65e5\u672c\u3067\u306e\u4eba\u5de5\u77e5\u80fd\u7814\u7a76<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a 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title=\"\u5927\u304d\u306aAI\u30d6\u30fc\u30e0 -2000\u5e74\u5f8c\u534a~2010\u5e74\u4ee3-\">\u5927\u304d\u306aAI\u30d6\u30fc\u30e0 -2000\u5e74\u5f8c\u534a~2010\u5e74\u4ee3-<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E7%94%BB%E5%83%8F%E8%AA%8D%E8%AD%98%E3%81%AE%E5%A4%A7%E4%BC%9AILSVRC\" title=\"\u753b\u50cf\u8a8d\u8b58\u306e\u5927\u4f1aILSVRC\">\u753b\u50cf\u8a8d\u8b58\u306e\u5927\u4f1aILSVRC<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AE%E3%81%93%E3%82%8C%E3%81%8B%E3%82%89_2020%E5%B9%B4~_20XX%E5%B9%B4\" title=\"AI\u306e\u3053\u308c\u304b\u3089 -2020\u5e74~ 20XX\u5e74-\">AI\u306e\u3053\u308c\u304b\u3089 -2020\u5e74~ 20XX\u5e74-<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AF%E4%BA%BA%E9%96%93%E3%82%92%E8%B6%85%E3%81%88%E3%81%9F%E3%81%AE%E3%81%8B\" title=\"AI\u306f\u4eba\u9593\u3092\u8d85\u3048\u305f\u306e\u304b\">AI\u306f\u4eba\u9593\u3092\u8d85\u3048\u305f\u306e\u304b<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E7%8F%BE%E4%BB%A3AI%E3%81%AE%E5%A4%A7%E3%81%8D%E3%81%AA%E6%AC%A0%E7%82%B9\" title=\"\u73fe\u4ee3AI\u306e\u5927\u304d\u306a\u6b20\u70b9\">\u73fe\u4ee3AI\u306e\u5927\u304d\u306a\u6b20\u70b9<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E6%96%B0%E3%81%9F%E3%81%AA%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%AE%E7%99%BB%E5%A0%B4%EF%BC%9F\" title=\"\u65b0\u305f\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u767b\u5834\uff1f\">\u65b0\u305f\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u767b\u5834\uff1f<\/a><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#AI%E3%81%AF%E3%81%84%E3%81%A4%E4%BA%BA%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E3%81%AE%E3%81%8B\" title=\"AI\u306f\u3044\u3064\u4eba\u3092\u8d85\u3048\u308b\u306e\u304b\">AI\u306f\u3044\u3064\u4eba\u3092\u8d85\u3048\u308b\u306e\u304b<\/a><\/li><\/ul><\/li><li class=\"ez-toc-page-1 ez-toc-heading-level-2\"><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E3%81%8A%E3%82%8F%E3%82%8A%E3%81%AB\" title=\"\u304a\u308f\u308a\u306b\">\u304a\u308f\u308a\u306b<\/a><ul class=\"ez-toc-list-level-3\"><li class=\"ez-toc-heading-level-3\"><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/hirlab.net\/nblog\/category\/ai\/art_1199\/#%E5%B9%B4%E8%A1%A8%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u5e74\u8868\u307e\u3068\u3081\">\u5e74\u8868\u307e\u3068\u3081<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\"><\/span>\u306f\u3058\u3081\u306b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u8a18\u4e8b\u306f\uff0c\u984c\u540d\u306e\u901a\u308a\u300c\u4eba\u5de5\u77e5\u80fd (AI)\u300d\u306e\u3053\u308c\u307e\u3067\u306e\u8ecc\u8de1\u3068\uff0c\u5c55\u671b\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u305f\u8a18\u4e8b\u3067\u3059\uff0e<\/p>\n<p>\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff0c\u3068\u8a00\u3063\u3066\u3044\u307e\u3059\u304c<strong>\u591a\u5c11\u306e\u6570\u5b66\u7684\u77e5\u8b58\u304c\u3042\u308b\u3068\u3088\u308a\u6df1\u304f\u5185\u5bb9\u304c\u7406\u89e3\u3067\u304d\u308b<\/strong>\u304b\u3068\u601d\u3044\u307e\u3059\uff0e<\/p>\n<p>\u306a\u304a\uff0c\u4e0a\u8a18\u76ee\u6b21\u3092\u898b\u308c\u3070\u308f\u304b\u308b\u3088\u3046\u306b\uff0c\u305d\u308c\u306a\u308a\u306b\u9577\u3044\u3067\u3059\uff0e<\/p>\n<p>\u5f8c\u3067\u8aad\u3080\u5834\u5408\u306f\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u3067\u3082\u5165\u308c\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\uff0e<\/p>\n<p><strong>\u9577\u7de8\u3067\u306f\u3042\u308a\u307e\u3059\u304c\uff0c\u565b\u307f\u7815\u3044\u3066\u8aad\u307f\u3084\u3059\u3044\u3088\u3046\u306b\u306f\u9811\u5f35\u3063\u3066\u66f8\u3044\u3066\u3044\u304d\u307e\u3059<\/strong>\uff0e<\/p>\n<p>\u8aad\u307f\u9032\u3081\u3066\u3044\u305f\u3060\u304f\u524d\u306b\u3044\u304f\u3064\u304b\u6ce8\u610f\u3059\u3079\u304d\u70b9\u304c\u3042\u308a\u307e\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E5%AF%BE%E8%B1%A1%E8%80%85\"><\/span>\u672c\u8a18\u4e8b\u306e\u5bfe\u8c61\u8005<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\u4eba\u5de5\u77e5\u80fd\u306b\u3064\u3044\u3066\u8208\u5473\u306f\u3042\u308b\u3051\u3069\u30a4\u30de\u30a4\u30c1\u5b9f\u614b\u304c\u308f\u304b\u3089\u306a\u3044\u4eba<\/li>\n<li>\u4eba\u5de5\u77e5\u80fd\u306b\u3064\u3044\u3066\u5c11\u3057\u77e5\u8b58\u306f\u3042\u308b\u3082\u306e\u306e\uff0c\u6b63\u76f4\u3088\u304f\u5206\u304b\u3063\u3066\u3044\u306a\u3044\u4eba<\/li>\n<li>\u4eba\u5de5\u77e5\u80fd\u6280\u8853\u3092\u696d\u52d9\u3067\u4f7f\u7528\u3057\u305f\u3053\u3068\u304c\u3042\u308b\u3051\u308c\u3069\uff0c\u6b74\u53f2\u3068\u304b\u4eca\u5f8c\u3069\u3046\u306a\u3063\u3066\u3044\u304f\u304b\u7b49\u300c\u5168\u4f53\u50cf\u306f\u610f\u5916\u3068\u77e5\u3089\u306a\u3044\u304b\u3082\u300d\u3068\u601d\u3063\u305f\u4eba<\/li>\n<li>\u7406\u7cfb\u306e\u3053\u3068\u306f\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u3051\u3069\uff0c\u4eba\u5de5\u77e5\u80fd\u306e\u96f0\u56f2\u6c17\u3092\u63b4\u3093\u3067\u3061\u3087\u3063\u3068\u96d1\u5b66\u3092\u5897\u3084\u3057\u305f\u3044\u4eba<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E7%AD%86%E8%80%85%E3%81%AB%E3%81%A4%E3%81%84%E3%81%A6\"><\/span>\u7b46\u8005\u306b\u3064\u3044\u3066<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u521d\u306b\uff0c\u305d\u3082\u305d\u3082\u3053\u308c\u66f8\u3044\u3066\u3044\u308b\u4eba\u306f\u3069\u3093\u306a\u4eba\u306a\u306e\uff1f\u3068\u6c17\u306b\u306a\u308b\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<p>\u3053\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u6b21\u7b2c\u3067\uff0c\u3069\u306e\u304f\u3089\u3044\u4fe1\u7528\u3057\u3066\u3044\u3044\u8a18\u4e8b\u306a\u306e\u304b\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3057\u306d\uff0e<\/p>\n<p>\u79c1\u306f\u73fe\u5728\uff0c\u3068\u3042\u308b\u56fd\u7acb\u5927\u5b66\u306e\u5927\u5b66\u96622\u5e74\u751f\u3067\u3059\uff0e<\/p>\n<p>\u5c02\u653b\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3067\uff0c<strong>\u4eba\u5de5\u77e5\u80fd\u306e\u7814\u7a76\uff0c\u7279\u306b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u306b\u3064\u3044\u3066\u306e\u7814\u7a76\u3092\u3057\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3055\u3089\u306b\u8a00\u3046\u3068\uff0c\u79c1\u306e\u7814\u7a76\u306f<strong>\u3082\u3063\u3068\u57fa\u790e\u7814\u7a76\u306b\u8fd1\u3044\u7acb\u3061\u4f4d\u7f6e<\/strong>\u3067\uff0c\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u753b\u50cf\u8a8d\u8b58\u30a2\u30d7\u30ea\u4f5c\u308a\u307e\u3057\u305f\uff01\u300d\u306e\u3088\u3046\u306a\u96f0\u56f2\u6c17\u3068\u306f\u5c11\u3057\u96e2\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3067\u3059\u306e\u3067\uff0c<strong>\u672c\u8a18\u4e8b\u306e\u5185\u5bb9\u306f\u4e3b\u306b\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u76ee\u7dda<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u300c\u4f55\u306e\u3053\u3063\u3061\u3083\u300d\u3068\u601d\u3046\u4eba\u306f\uff0c\u3053\u306e\u307e\u307e\u8aad\u307f\u9032\u3081\u3066\u3044\u305f\u3060\u3044\u3066\u69cb\u3044\u307e\u305b\u3093\uff0e<\/p>\n<p><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u306e\u306a\u304b\u3067\u6700\u3082(?)\u76db\u3093<\/strong>\u3067\u3059\u306e\u3067\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3064\u3044\u3066\u77e5\u8b58\u3092\u6df1\u3081\u308b\u3053\u3068\u306f\u4eba\u5de5\u77e5\u80fd\u306e\u77e5\u8b58\u3092\u6df1\u3081\u308b\u3053\u3068\u3068\uff0c7~8\u5272\u578b\u540c\u7fa9\u3067\u3059\uff0e<\/p>\n<p>\u305d\u308c\u3067\u306f\u672c\u7de8\u306b\u5165\u308a\u307e\u3057\u3087\u3046\uff0e<br \/>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script><br \/>\n<!-- article-mid --><br \/>\n<ins class=\"adsbygoogle\" style=\"display: block;\" data-ad-client=\"ca-pub-7123758399787647\" data-ad-slot=\"2091992211\" data-ad-format=\"auto\" data-full-width-responsive=\"true\"><\/ins><br \/>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI%E3%81%AE%E5%8E%9F%E7%82%B9_1950%E5%B9%B4%E4%BB%A3\"><\/span>AI\u306e\u539f\u70b9 -1950\u5e74\u4ee3-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u4eba\u5de5\u77e5\u80fd(AI: Artificial Inteligence)<\/strong>\u3068\u3044\u3046\u8a00\u8449\u304c\u4e16\u306b\u51fa\u73fe\u3057\u305f\u306e\u306f\uff0c\u4eca\u304b\u308960\u5e74\u4ee5\u4e0a\u3082\u524d\uff0c1956\u5e74\u9803\u306e\u3053\u3068\u3067\u3059\uff0e<\/p>\n<p>\u4eca\u79c1\u305f\u3061\u304c\u4f7f\u3063\u3066\u3044\u308b\u30d1\u30bd\u30b3\u30f3\u306e\u7956\u3067\u3042\u308b\uff0c\u30ce\u30a4\u30de\u30f3\u578b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u8a95\u751f\u3057\u305f\u306e\u304c1947\u5e74\u3067\u3059\u306e\u3067\uff0c\u305d\u3053\u304b\u3089\u7d0410\u5e74\u5f8c\u3067\u3059\uff0e<\/p>\n<p>\u3053\u306eAI\u306e\u5b9a\u7fa9\u306f\u306a\u304b\u306a\u304b\u96e3\u3057\u304f\uff0c\u305d\u3082\u305d\u3082\u300c\u77e5\u80fd\u300d\u3068\u306f\u4f55\u304b\u3068\u3044\u3046\u8a71\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3067\u3059\u304c\uff0cAI\u306e\u59cb\u307e\u308a\u306f\uff0c1950\u5e74\u306b\u767a\u8868\u3055\u308c\u305f<strong>\u30c1\u30a7\u30b9\u3092\u89e3\u304f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d7\u30ed\u30b0\u30e9\u30e0<\/strong>\u306b\u95a2\u3059\u308b\u8ad6\u6587\u304c\u6700\u521d\u3068\u3044\u3046\u8aac\u304c\u3042\u308a\u307e\u3059\uff0e<\/p>\n<p>\u3064\u307e\u308a\uff0cAI\u3068\u3044\u3046\u7814\u7a76\u306f\u30b2\u30fc\u30e0\u3084\u30d1\u30ba\u30eb\u3068\u3044\u3063\u305f\u3082\u306e\u3092\u89e3\u304f\u3068\u3053\u308d\u304b\u3089\u59cb\u307e\u3063\u305f\u3068\u8a00\u3048\u307e\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI%E3%81%AB%E5%AF%BE%E3%81%99%E3%82%8B%E6%9C%9F%E5%BE%85\"><\/span>AI\u306b\u5bfe\u3059\u308b\u671f\u5f85<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u5275\u4e16\u8a18\u3067\u306f\uff0c\u5148\u307b\u3069\u3042\u3052\u305f\u3088\u3046\u306a\u30b2\u30fc\u30e0\u3084\u30d1\u30ba\u30eb\u3092\u89e3\u304f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308b\u3053\u3068\u306b\u5fc5\u6b7b\u3067\u3057\u305f\uff0e<\/p>\n<p>\u306a\u305c\u306a\u3089\uff0c\u3053\u306e\u6642\u4ee3\u306e\u521d\u671f\u3067\u306f\uff0c\u304b\u306e\u6709\u540d\u306a<strong>\u30c1\u30e5\u30fc\u30ea\u30f3\u30b0\u30de\u30b7\u30f3<\/strong>\u304c\u5bfe\u6226\u4e2d\u306e\u30c9\u30a4\u30c4\u306e\u6697\u53f7\u3092\u7834\u3063\u305f\u3053\u3068\u3067\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3078\u306e\u95a2\u5fc3\u3084\u671f\u5f85\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3053\u306e\u9803\u306f\u6bd4\u8f03\u7684\uff0cAI\u3082\u3068\u3044\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u3053\u308c\u304b\u3089\u306e\u767a\u5c55\u306b\u5bfe\u3057\u3066\uff0c<strong>\u671f\u5f85\u3068\u5e0c\u671b\u304c\u5927\u304d\u304b\u3063\u305f\u6642\u4ee3<\/strong>\u3060\u3068\u8a00\u3048\u307e\u3059\uff0e<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI%E5%88%9D%E6%9C%9F_1960%E5%B9%B4%E5%89%8D%E5%BE%8C\"><\/span>AI\u521d\u671f -1960\u5e74\u524d\u5f8c-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6642\u4ee3\u306f\u5c11\u3057\u3060\u3051\u9032\u307f\uff0c1950~1960\u5e74\u4ee3\uff0e<\/p>\n<p>\u30d5\u30e9\u30f3\u30af\u30fb\u30ed\u30fc\u30bc\u30f3\u30d6\u30e9\u30c3\u30c9\u3068\u3044\u3046\u4eba\u7269\u304c\uff0c\u300c<strong>\u77e5\u80fd\u3068\u3044\u3046\u304f\u3089\u3044\u306a\u306e\u3060\u304b\u3089\u751f\u7269\u306e\u8133\u3092\u6a21\u5023\u3059\u3079\u304d<\/strong>\u3060\u300d\u3068\u3044\u3046\u8003\u3048\u306e\u3082\u3068\uff0c\u3068\u3042\u308b\u7814\u7a76\u3092\u306f\u3058\u3081\u307e\u3057\u305f\uff0e<\/p>\n<ol>\n<li><strong>\u30d5\u30e9\u30f3\u30af\u30fb\u30ed\u30fc\u30bc\u30f3\u30d6\u30e9\u30c3\u30c9<\/strong><br \/>\n\u5c02\u9580\u306f\u5fc3\u7406\u5b66\u3068\u8a08\u7b97\u6a5f\u79d1\u5b66\uff0e\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u8005\u306b\u306f\u5fc3\u7406\u5b66\u8005\u304c\u591a\u3044\uff0e<\/li>\n<\/ol>\n<p>\u30ed\u30fc\u30bc\u30f3\u30d6\u30e9\u30c3\u30c9\u306f\uff0c1943\u5e74\u306b\u795e\u7d4c\u751f\u7406\u5b66\u8005\u306e\u30a6\u30a9\u30fc\u30ec\u30f3\u30fb\u30de\u30c3\u30ab\u30ed\u3068\u6570\u5b66\u8005\u306e\u30a6\u30a9\u30eb\u30bf\u30fc\u30fb\u30d4\u30c3\u30c4\u304c\u63d0\u6848\u3057\u3066\u3044\u305f\uff0c<strong>\u300c\u5f62\u5f0f\u30cb\u30e5\u30fc\u30ed\u30f3\u300d<\/strong>\u3068\u3044\u3046<strong>\u795e\u7d4c\u7d30\u80de\u306e\u6700\u521d\u306e\u4eba\u5de5\u30e2\u30c7\u30eb<\/strong>\u306b\u76ee\u3092\u3064\u3051\u307e\u3057\u305f\uff0e<\/p>\n<p>\u5f62\u5f0f\u30cb\u30e5\u30fc\u30ed\u30f3\u306f\u3068\u3066\u3082\u5358\u7d14\u306a\u3082\u306e\u3067\uff0c\u5165\u529b\u3092\u53d7\u3051\u53d6\u308a\u8db3\u3057\u5408\u308f\u305b\uff0c\u3068\u3042\u308b\u5024(\u95be\u5024)\u3092\u8d85\u3048\u305f\u30891\u3092\uff0c\u305d\u3046\u3067\u306a\u3051\u308c\u30700\u3092\u51fa\u529b\u3059\u308b\uff0c\u3068\u3044\u3046\u3082\u306e\uff0e<\/p>\n<p>\u305d\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u3082\u3068\u306b<strong>\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3<\/strong>\u3068\u3044\u3046\u30e2\u30c7\u30eb\u30921958\u5e74\u306b\u63d0\u6848\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p>\u5f8c\u306b\u533a\u5225\u3059\u308b\u305f\u3081\u306b\u300c\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3067\u3059\uff0e<\/p>\n<p>\u3053\u308c\u304c\uff0c<strong>\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u306e\u300c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u300d\u3068\u547c\u3070\u308c\u308b\u5206\u91ce\u306e\u7b2c\u4e00\u6b69<\/strong>\u3068\u306a\u308a\u307e\u3059\uff0e<\/p>\n<p>\u73fe\u4ee3\u304b\u3089\u8003\u3048\u308b\u3068\uff0c<strong>\u5927\u304d\u304f\u6b74\u53f2\u304c\u52d5\u3044\u305f\u77ac\u9593<\/strong>\u3068\u8a00\u3048\u307e\u3059\uff0e<\/p>\n<ol>\n<li><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><br \/>\n\u76f4\u8a33\u3059\u308b\u306a\u3089\u3070\u300c\u795e\u7d4c\u56de\u8def\u7db2\u300d\uff0e\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u306e\u3072\u3068\u3064\uff0e\u6b63\u3057\u304f\u306f\uff0c\"\u4eba\u5de5\"\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u8a00\u3046\u306e\u304c\u6b63\u3057\u3044\u304c\uff0c\u3088\u304f\u7701\u7565\u3055\u308c\u308b\uff0e<\/li>\n<\/ol>\n<h3><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%E3%81%AE%E7%A5%96%E3%80%8C%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%80%8D\"><\/span>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7956\u300c\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u300d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1209\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_concept.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"1024\" height=\"357\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_concept.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_concept-300x105.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_concept-768x268.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\uff0c<strong>\u7b2c1\u4e16\u4ee3\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u3068\u3082\u8a00\u308f\u308c\u308b\u307b\u3069\u91cd\u8981\u306a\u30dd\u30b8\u30b7\u30e7\u30f3\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f<strong>\u30b7\u30ca\u30d7\u30b9\u7d50\u5408\u8377\u91cd (\u91cd\u307f) 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loading=\"lazy\" class=\"aligncenter size-full wp-image-1206\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\u30102020\u5e74\u7248\u3011\" width=\"1024\" height=\"450\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron-300x132.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron-768x338.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u4e8c\u3064\u306e\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066<strong>\u6c7a\u5b9a\u5883\u754c\u3068\u547c\u3070\u308c\u308b\uff0c\u5206\u985e\u5206\u3051\u3067\u304d\u305d\u3046\u306a\u76f4\u7dda 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id=\"%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%81%AE%E5%A4%A7%E3%81%8D%E3%81%AA%E6%AC%A0%E7%82%B9\"><\/span>\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u5927\u304d\u306a\u6b20\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>1960\u5e74\u4ee3\u5f8c\u534a\u306b\u30df\u30f3\u30b9\u30ad\u30fc\u3068\u3044\u3046\u4eba\u7269\u304c\u66f8\u3044\u305f\u66f8\u7c4d\u3067\uff0c\u300c<strong>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u7dda\u5f62\u5206\u96e2\u4e0d\u53ef\u80fd\u306a\u554f\u984c\u306f\u89e3\u3051\u306a\u3044<\/strong>\u300d\u3068\u3044\u3046\u6307\u6458\u3092\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u308c\u306f\u5f8c\u306b\uff0c1970\u5e74\u4ee3\u304c\u300c<strong>AI\u6c37\u6cb3\u671f<\/strong>\u300d\u3068\u547c\u3070\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u5927\u304d\u306a\u4e8b\u4ef6\u3067\u3057\u305f\uff0e<\/p>\n<p>\u7dda\u5f62\u5206\u96e2\u4e0d\u53ef\u80fd\u306a\u554f\u984c\u306f\u89e3\u3051\u306a\u3044\uff0c\u3068\u306f\u4f55\u3092\u8a00\u3063\u3066\u3044\u308b\u306e\u304b\u3068\u8a00\u3046\u3068\uff0c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\uff0e<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1207\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_linear.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\u30102020\u5e74\u7248\u3011\" width=\"1024\" height=\"469\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_linear.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_linear-300x137.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/perceptron_linear-768x352.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u305d\u3046\uff0c<strong>\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u76f4\u7dda (\u8d85\u5e73\u9762) \u3067\u30c7\u30fc\u30bf\u3092\u7dba\u9e97\u306b\u5206\u5272\u3067\u304d\u308b (\u7dda\u5f62\u5206\u96e2\u53ef\u80fd\u306a) 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id=\"%E5%A4%9A%E5%B1%A4%E3%83%91%E3%83%BC%E3%82%BB%E3%83%97%E3%83%88%E3%83%AD%E3%83%B3%E3%81%A8%E3%81%84%E3%81%86%E8%80%83%E3%81%88\"><\/span>\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u3044\u3046\u8003\u3048<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1213\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/mlp.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff01\u6b74\u53f2\u304b\u3089\u7d10\u89e3\u304f\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"1024\" height=\"566\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/mlp.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/mlp-300x166.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/mlp-768x425.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u3053\u306e\u6642\u4ee3\u304b\u3089\uff0c\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u591a\u5c64\u306b\u62e1\u5f35\u3059\u308c\u3070\uff0c\u5148\u306e\u554f\u984c\u306f\u89e3\u6c7a\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3068\u3044\u3046\u8003\u3048\u306f\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\uff0e<\/p>\n<p>\u306a\u305c\uff0c\u89e3\u6c7a\u3067\u304d\u308b\u304b\u3068\u8a00\u3046\u3068\uff0c<strong>\u5c64\u3092\u5897\u3084\u3059\u3053\u3068\u3067\u30c7\u30fc\u30bf\u3092\u9ad8\u6b21\u5143\u306b\u5199\u50cf\u304c\u3067\u304d\u308b\u304b\u3089<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u4ee5\u4e0b\u306e\u56f3\u304c\u30a4\u30e1\u30fc\u30b8\u3064\u304d\u3084\u3059\u3044\u3067\u3057\u3087\u3046\uff0e<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1211\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/multi.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"1024\" height=\"476\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/multi.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/multi-300x139.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/multi-768x357.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u3057\u304b\u3057\uff0c\u554f\u984c\u306f<strong>\u5b66\u7fd2\u6cd5<\/strong>\u3067\u3057\u305f\uff0e<\/p>\n<p>\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u51fa\u529b\u5c64\u306e\u91cd\u307f\u3057\u304b\u5b66\u7fd2\u3067\u304d\u305a\uff0c\u4e2d\u9593\u5c64\u306e\u91cd\u307f\u306f\u30e9\u30f3\u30c0\u30e0\u3067\u8a66\u3059\u3057\u304b\u306a\u304b\u3063\u305f\u306e\u3067\u3059\uff0e<\/p>\n<p>\u3053\u308c\u3067\u306f\uff0c\u3069\u3093\u306a\u554f\u984c\u3082\u89e3\u3051\u308b\u3068\u306f\u8a00\u3048\u305a\uff0c\u5b8c\u5168\u306b\u4eba\u5de5\u77e5\u80fd\u306e\u71b1\u306f\u4e0b\u706b\u306b\u306a\u3063\u3066\u3044\u304d\u307e\u3059\uff0e<br \/>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script><br \/>\n<!-- article-mid --><br \/>\n<ins class=\"adsbygoogle\" style=\"display: block;\" data-ad-client=\"ca-pub-7123758399787647\" data-ad-slot=\"2091992211\" data-ad-format=\"auto\" data-full-width-responsive=\"true\"><\/ins><br \/>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI%E6%B0%B7%E6%B2%B3%E6%9C%9F_1970%E5%B9%B4%E4%BB%A3\"><\/span>AI\u6c37\u6cb3\u671f -1970\u5e74\u4ee3-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>1970\u5e74\u4ee3\u306fAI\u6c37\u6cb3\u671f<\/strong>\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306b\u5bfe\u3059\u308b\uff0c\u5f37\u529b\u306a\u5b66\u7fd2\u6cd5\u304c\u73fe\u308c\uff0c\u518d\u3073\u30d6\u30fc\u30e0\u304c\u6765\u308b\u306e\u306f\u3053\u3053\u304b\u308910\u5e74\u4ee5\u4e0a\u3042\u3068\u306e\u3053\u3068\u3067\u3057\u305f\uff0e<\/p>\n<p>\u3053\u306e\u9803\u306f\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u96e2\u308c\u305f\uff0c<strong>\u4eba\u5de5\u77e5\u8b58\u306e\u7814\u7a76<\/strong>\u304c\u6bd4\u8f03\u7684\u76db\u3093\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u4f8b\u3048\u3070\uff0cMycin\u3068\u3044\u3046\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30b7\u30b9\u30c6\u30e0\uff0c\u3044\u308f\u3086\u308b<strong>\u5c02\u9580\u5bb6\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u6a21\u5023\u3059\u308b\u30b7\u30b9\u30c6\u30e0<\/strong>\u304c1970\u5e74\u4ee3\u306f\u3058\u3081\u306b\u767b\u5834\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u308c\u306f\uff0c\u591a\u91cf\u306e\u77e5\u8b58\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3082\u3068\u306b YES \/ NO \u3067\uff0c\u60a3\u8005\u306b\u3069\u306e\u6297\u751f\u7269\u8cea\u3092\u51e6\u65b9\u3059\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\uff0c\u3068\u3044\u3046\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u3057\u305f\uff0e<\/p>\n<p>AI\u6c37\u6cb3\u671f\u3068\u306f\u8a00\u3048\u3069\uff0c\u69d8\u3005\u306a\u5f62\u3067\u4eba\u5de5\u77e5\u80fd\u306e\u7814\u7a76\u306f\u9014\u5207\u308c\u308b\u3053\u3068\u306a\u304f\u7d9a\u3044\u3066\u3044\u305f\u306e\u3067\u3059\uff0e<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI%E3%81%AE%E7%99%BA%E5%B1%95_1980%E5%B9%B4%E4%BB%A3\"><\/span>AI\u306e\u767a\u5c55 -1980\u5e74\u4ee3-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>1986\u5e74\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u754c\u9688\u306b\u518d\u3073\u5927\u304d\u306a\u51fa\u6765\u4e8b\u304c\u8d77\u3053\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p><strong>\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5(\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3)<\/strong>\u3068\u547c\u3070\u308c\u308b\uff0c\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u5f37\u529b\u306a\u624b\u6cd5\u304c\u30c7\u30d3\u30c3\u30c8\u30fb\u30e9\u30e1\u30eb\u30cf\u30fc\u30c8\uff0c\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30f3\u30c8\u30f3\u3089\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u308c\u306f\uff0c\u5168\u3066\u306e\u5c64\u306e\u91cd\u307f\u3092\uff0c\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u3088\u3063\u3066\u5b66\u7fd2\u3067\u304d\u308b\u624b\u6cd5\u3067\uff0c1960\u5e74\u4ee3\u306b\u554f\u984c\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u305f\u300c\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306f\u7dda\u5f62\u5206\u96e2\u4e0d\u53ef\u80fd\u300d\u3068\u3044\u3046\u6307\u6458\u306f\uff0c\u3053\u308c\u306b\u3088\u3063\u3066\u8986\u3055\u308c\u307e\u3057\u305f\uff0e<\/p>\n<p>\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5\u306f\uff0c\u73fe\u5728\u6709\u540d\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u3082\u8003\u3048\u304c\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u307b\u3069\uff0c\u5f37\u529b\u306a\u3082\u306e\u3067\u3059\uff0e<\/p>\n<p><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6b74\u53f2\u3092\u5927\u304d\u304f\u5909\u3048\u305f\u7814\u7a76<\/strong>\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff0e<\/p>\n<ol>\n<li><strong>\u30c7\u30d3\u30c3\u30c8\u30fb\u30e9\u30e1\u30eb\u30cf\u30fc\u30c8<\/strong><br \/>\n\u8a8d\u77e5\u5fc3\u7406\u5b66\u8005\uff0e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7814\u7a76\u8005\uff0e<\/li>\n<li><strong>\u30b8\u30a7\u30d5\u30ea\u30fc\u30fb\u30d2\u30f3\u30c8\u30f3<\/strong><br \/>\n\u8a8d\u77e5\u5fc3\u7406\u5b66\u8005\uff0e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u754c\u9688\u3067\u306f\u8d85\u6709\u540d\u306a\u7814\u7a76\u8005\uff0e\u307e\u3060\u5fa1\u5b58\u547d\u3067\u30c8\u30ed\u30f3\u30c8\u5927\u5b66\u3068Google\u3067\u7814\u7a76\u3092\u3057\u3066\u3044\u308b\uff0e\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u3068\u304b\uff0cDropout\u306e\u624b\u6cd5\u958b\u767a\u306b\u3082\u95a2\u308f\u3063\u305f\u3059\u3054\u3044\u4eba\uff0e<\/li>\n<\/ol>\n<p>\u3053\u306e\u624b\u6cd5\u306e\u767b\u5834\u3067\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u518d\u3073\u4eba\u3005\u306e\u6ce8\u76ee\u3092\u96c6\u3081\uff0c\u4eba\u5de5\u77e5\u80fd\u5206\u91ce\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u3044\u304f\u306e\u3067\u3059\uff0e<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u30d9\u30fc\u30b9\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\uff0c<strong>\u7b2c2\u4e16\u4ee3\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u3068\u547c\u3070\u308c\u307e\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%97%A5%E6%9C%AC%E3%81%A7%E3%81%AE%E4%BA%BA%E5%B7%A5%E7%9F%A5%E8%83%BD%E7%A0%94%E7%A9%B6\"><\/span>\u65e5\u672c\u3067\u306e\u4eba\u5de5\u77e5\u80fd\u7814\u7a76<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e00\u65b9\uff0c\u65e5\u672c\u3067\u306f\u3053\u306e\u9803\u306f\u4eba\u5de5\u77e5\u80fd\u306e\u7814\u7a76\u306f\u76db\u3093\u3060\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3082\u3061\u308d\u3093\uff0c\u4e16\u754c\u3067\u3053\u308c\u3060\u3051\u30d6\u30fc\u30e0\u306b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u304b\u3089\uff0c\u65e5\u672c\u3067\u3082\u3053\u306e\u3088\u3046\u306a\u7814\u7a76\u306f\u884c\u308f\u308c\u3066\u3044\u307e\u3057\u305f\uff0e<\/p>\n<p>\u305d\u306e\u3046\u3061\u306e\u4e00\u3064\uff0c\u798f\u5cf6\u90a6\u5f66\u304c1980\u5e74\u306b\u63d0\u6848\u3057\u305f<strong>\u30cd\u30aa\u30b3\u30b0\u30cb\u30c8\u30ed\u30f3<\/strong>\u306f\u5f8c\u306b\u5927\u304d\u306a\u5f79\u5272\u3092\u62c5\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\uff0e<\/p>\n<p>\u304c\uff0c\u3053\u306e\u3068\u304d\u306f\u304a\u305d\u3089\u304f\u3042\u307e\u308a\u6ce8\u76ee\u306f\u3055\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<p>\u3053\u306e\u8a71\u306f\uff0c\u3053\u306e\u5148\u3067\u307e\u305f\u56de\u53ce\u3057\u307e\u3059\uff0e<\/p>\n<ol>\n<li><strong>\u30cd\u30aa\u30b3\u30b0\u30cb\u30c8\u30ed\u30f3<\/strong><br \/>\n\u751f\u7269\u306e\u8996\u899a\u53d7\u5bb9\u91ce\u306b\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e2\u30c7\u30eb\uff0e\u5165\u529b\u753b\u50cf\u3092\u5c40\u6240\u7684\u306b\u62bd\u51fa\u3057\u8b58\u5225\u3092\u3059\u308b\u30e2\u30c7\u30eb\uff0e<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"AI%E3%83%96%E3%83%BC%E3%83%A0%E3%81%AE%E4%B8%8B%E7%81%AB_1990%E5%B9%B4%E5%89%8D%E5%BE%8C~_2000%E5%B9%B4%E4%BB%A3\"><\/span>AI\u30d6\u30fc\u30e0\u306e\u4e0b\u706b?? -1990\u5e74\u524d\u5f8c~ 2000\u5e74\u4ee3-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\u30d6\u30fc\u30e0\u306f\u518d\u3073\uff0c\u3061\u3087\u3063\u3068\u3057\u305f\u4e0b\u706b\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u5f37\u529b\u306a\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5\u306f\uff0c\u69d8\u3005\u306a\u7814\u7a76\u3067\u5fdc\u7528\u3055\u308c\u307e\u3057\u305f\u304c\uff0c\u305d\u308c\u306b\u306f\u307e\u305f\u3057\u3066\u3082<strong>\u6027\u80fd\u9650\u754c<\/strong>\u304c\u3042\u3063\u305f\u306e\u3067\u3059\uff0e<\/p>\n<p>\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306b\u5bfe\u3059\u308b\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5\u306f\uff0c3\u5c64\u30844\u5c64\u3068\u3044\u3063\u305f\u6bd4\u8f03\u7684\u6d45\u3044\u5c64\u3067\u3057\u304b\u7cbe\u5ea6\u304c\u62c5\u4fdd\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3059\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0c\u3088\u308a\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u304b\u305b\u3088\u3046\u3068\u306a\u308b\u3068\uff0c<strong>\u8907\u96d1\u306a\u7279\u5fb4\u3092\u3088\u308a\u8907\u96d1\u306a\u6b21\u5143\u3078\u305f\u304f\u3055\u3093\u5199\u50cf\u3057\u305f\u3044\u306e\u3067\uff0c\u5c64\u3092\u5897\u3084\u3057\u305f\u3044<\/strong>\u306e\u3067\u3059\u304c\u305d\u308c\u306f\u3053\u306e\u6642\u306f\u307e\u3060\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\uff0e<\/p>\n<p>\u5c64\u3092\u6df1\u304f\u3057\u3059\u304e\u308b\u3068\uff0c\u60c5\u5831\u304c\u6d88\u6ec5\u3057\u3066\u3057\u307e\u3046\uff0c\u3044\u308f\u3086\u308b<strong>\u52fe\u914d\u6d88\u5931\u554f\u984c<\/strong>\u304c\u8db3\u3092\u5f15\u3063\u5f35\u3063\u3066\u3044\u305f\u306e\u3067\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"CNN%E3%81%AE%E7%99%BB%E5%A0%B4_1989%E5%B9%B4\"><\/span>CNN\u306e\u767b\u5834 -1989\u5e74-<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u305d\u3093\u306aAI\u30d6\u30fc\u30e0\u4e0b\u706b\u306e\u306a\u304b\uff0c\u3068\u3042\u308b\u7814\u7a76\u304c\u4e16\u306b\u51fa\u307e\u3057\u305f\uff0e<\/p>\n<p>1989\u5e74\u306b\u30e4\u30f3\u30fb\u30eb\u30ab\u30f3(Yann LeCun) \u306b\u3088\u3063\u3066\u63d0\u6848\u3055\u308c\u305f\uff0cLeNet\u3068\u547c\u3070\u308c\u308b<strong>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(CNN: Convolutional Neural Networks)<\/strong> \u3067\u3059\uff0e<\/p>\n<p>\u3053\u308c\u306f\uff0c\u798f\u5cf6\u90a6\u5f66\u306e\u30cd\u30aa\u30b3\u30b0\u30cb\u30c8\u30ed\u30f3\u3092\u30d9\u30fc\u30b9\u306b\u62e1\u5f35\u3057\u305f\uff0c\u624b\u66f8\u304d\u6587\u5b57\u8a8d\u8b58\u7528\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\uff0e<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1217\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/lenet.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff01\u6b74\u53f2\u304b\u3089\u7d10\u89e3\u304f\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"1024\" height=\"308\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/lenet.png 1024w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/lenet-300x90.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/lenet-768x231.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u5165\u529b\u753b\u50cf\u3092\u5c40\u6240\u7684\u306b\u62bd\u51fa\u3057\uff0c<strong>\"\u7573\u307f\u8fbc\u3080\"\u3053\u3068\u3067\u753b\u50cf\u306e\u4f4d\u7f6e\u60c5\u5831\u3084\uff0c\u7dda\u306e\u5411\u304d\u306a\u3069\u3092\u52b9\u7387\u3088\u304f\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f<\/strong>\uff0e<\/p>\n<p>\u3053\u306eLeNet\u3067\u306f\uff0c\u4e0a\u306e\u56f3\u3067\u8868\u3059\u3088\u3046\u306b8\u5c64\u304b\u3089\u306a\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\uff0c\u5148\u306e3,4 \u5c64\u304b\u3089\u306a\u308b\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3068\u6bd4\u3079\u305f\u3089\uff0c\u6df1\u3044\u69cb\u9020\u3092\u6301\u3063\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3053\u308c\u304c<strong>\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(DNN)<\/strong>\u3084\uff0c<strong>\u6df1\u5c64\u5b66\u7fd2\u30fb\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong>\u3068\u3044\u3046\u8a00\u8449\u304c\u751f\u307e\u308c\u308b\u304d\u3063\u304b\u3051\u3068\u306a\u308a\uff0c\u65b0\u305f\u306a\u4eba\u5de5\u77e5\u80fd\u306e\u6642\u4ee3\u3092\u5207\u308a\u958b\u304f\u5927\u304d\u306a\u304d\u3063\u304b\u3051\u3068\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0c\u3053\u306eLeNet\u306f\u307e\u3060AI\u30d6\u30fc\u30e0\u3092\u8d77\u3053\u3059\u307b\u3069\u306e\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\uff0e<\/p>\n<p>\u5f53\u6642\u306f\uff0cAI\u3092\u73fe\u4ee3\u793e\u4f1a\u306b\u751f\u304b\u3059\u3053\u3068\u3092\u8003\u3048\u3066\u3044\u307e\u3057\u305f\u304c\uff0c\u3053\u306eLeNet\u306f\u5c0f\u3055\u306a\u624b\u66f8\u304d\u6587\u5b57\u8a8d\u8b58\u306b\u9577\u3051\u305f\u30e2\u30c7\u30eb\u3067\uff0c\u307e\u3060\u69d8\u3005\u306a\u5834\u9762\u3067\u5fdc\u7528\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u306a\u304b\u3063\u305f\u306e\u3067\u3057\u3087\u3046\uff0e<\/p>\n<p>\u3055\u3089\u306b\u306f\uff0c\u4f9d\u7136\u3068\u3057\u3066\u52fe\u914d\u6d88\u5931\u554f\u984c\u3084\uff0c<strong>\u8a08\u7b97\u30b3\u30b9\u30c8<\/strong>\u304c\u8db3\u3092\u5f15\u3063\u5f35\u308a\uff0c<strong>\u306a\u304b\u306a\u304b\u5b9f\u7528\u7684\u3067\u5927\u898f\u6a21\u306aAI\u958b\u767a\u306b\u306f\u767a\u5c55\u3057\u307e\u305b\u3093\u3067\u3057\u305f<\/strong>\uff0e<\/p>\n<p>\u305f\u3060\uff0c\u3053\u306eLeNet\u3092\u304d\u3063\u304b\u3051\u306b\uff0c\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u7814\u7a76\u306f\u3069\u3093\u3069\u3093\u76db\u3093\u306b\u306a\u3063\u3066\u3044\u304f\u3053\u3068\u306f\u78ba\u304b\u3067\u3059\uff0e<br \/>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script><br \/>\n<!-- article-mid --><br \/>\n<ins class=\"adsbygoogle\" style=\"display: block;\" data-ad-client=\"ca-pub-7123758399787647\" data-ad-slot=\"2091992211\" data-ad-format=\"auto\" data-full-width-responsive=\"true\"><\/ins><br \/>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E3%81%8D%E3%81%AAAI%E3%83%96%E3%83%BC%E3%83%A0_2000%E5%B9%B4%E5%BE%8C%E5%8D%8A~2010%E5%B9%B4%E4%BB%A3\"><\/span>\u5927\u304d\u306aAI\u30d6\u30fc\u30e0 -2000\u5e74\u5f8c\u534a~2010\u5e74\u4ee3-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\uff0c\u30e2\u30c7\u30eb\u306b\u4f55\u304b\u3092\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306b\u306f<strong>\u81a8\u5927\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5fc5\u8981<\/strong>\u3067\u3059\uff0e<\/p>\n<p>2000\u5e74\u4ee3\u306f<strong>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u666e\u53ca<\/strong>\u306b\u3088\u308a\uff0c\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304c\u51fa\u56de\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u305d\u3057\u3066\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3082\u3088\u308a\uff0c\u9ad8\u6027\u80fd\u306b\u306a\u3063\u3066\u3044\u304d\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u308c\u306b\u3088\u3063\u3066\uff0cAI\u306e\u7814\u7a76\u306f\u6025\u52a0\u901f\u3057\u3066\u3044\u304d\u307e\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%94%BB%E5%83%8F%E8%AA%8D%E8%AD%98%E3%81%AE%E5%A4%A7%E4%BC%9AILSVRC\"><\/span>\u753b\u50cf\u8a8d\u8b58\u306e\u5927\u4f1aILSVRC<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>2010\u5e74\u304b\u3089\u5927\u898f\u6a21\u306a\u753b\u50cf\u8b58\u5225\u306e\u5927\u4f1a<strong>ILSVRC <\/strong>(ImageNet Large Scale Visual Recognition Competition) \u304c\u958b\u50ac\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u6700\u521d\u306e\u5e74\u306f\uff0c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u306a\u304f<strong>SVM(\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30de\u30b7\u30f3)<\/strong>\u3068\u547c\u3070\u308c\u308b\uff0c\u5f37\u529b\u306a\u30e2\u30c7\u30eb\u304c\u512a\u52dd\u3092\u53d6\u3063\u3066\u3044\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3057\u304b\u30572012\u5e74\uff0c\u305d\u306e\u5927\u4f1a\u3067<strong>8\u5c64\u304b\u3089\u306a\u308b\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \"AlexNet\"<\/strong>\u304c\u5927\u304d\u304f\u5dee\u3092\u3064\u3051\u3066\u512a\u52dd\u3057\u305f\u3053\u3068\u3092\u76ae\u5207\u308a\u306b\uff0c\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u4e16\u754c\u3067\u6ce8\u76ee\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>2014\u5e74\u306b\u306f<strong>22\u5c64\u304b\u3089\u306a\u308bGoogleNet<\/strong>\u304c\u767b\u5834\u3057\uff0c\u512a\u52dd\u3092\u98fe\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u306e\u3068\u304d\u304b\u3089\uff0c\u300c\u3044\u304b\u306b\u52fe\u914d\u6d88\u5931\u3092\u9632\u304e\u306a\u304c\u3089\u5c64\u3092\u5897\u3084\u3059\u304b\u300d\u304c\u91cd\u8981\u306a\u8981\u7d20\u306b\u306a\u3063\u3066\u304d\u305f\u306e\u3067\u3059\uff0e<\/p>\n<p>2015\u5e74\u306b\u306f\uff0c\u306a\u3093\u3068<strong>152\u5c64\u304b\u3089\u306a\u308b\u8d85\u30c7\u30a3\u30fc\u30d7\u306aResNet<\/strong>\u304c\u767b\u5834\u3057\u305f\u3053\u3068\u3082\uff0cAI\u754c\u9688\u3067\u306f\u6709\u540d\u306a\u8a71\u3067\u3059\uff0e<\/p>\n<p>\u307e\u305f\uff0c\u3053\u306e\u3042\u305f\u308a\u304b\u3089\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3082\u304b\u306a\u308a\u5f37\u529b\u306b\u306a\u308a\uff0c\u3055\u3089\u306b\u306fGPGPU\u306b\u3088\u308b\u5b66\u7fd2\u306e\u9ad8\u901f\u5316\u3082\u56f3\u3089\u308c\uff0c<strong>\u300c\u4eba\u5de5\u77e5\u80fd\u300d\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u3068\u3044\u3063\u305f\u8a00\u8449\u304c\u8eab\u306e\u56de\u308a\u306b\u73fe\u308c\u59cb\u3081\uff0c\u3088\u308a\u8eab\u8fd1\u306a\u5b58\u5728\u306b\u306a\u3063\u3066\u304d\u307e\u3059<\/strong>\uff0e<\/p>\n<ol>\n<li><strong>GPGPU<\/strong><br \/>\nGPU (CPU\u306e\u753b\u50cf\u51e6\u7406\u7279\u5316\u7248) \u3092\u753b\u50cf\u51e6\u7406\u4ee5\u5916\u306b\u7528\u3044\u308b\u6280\u8853\uff0eGPU\u306e\u4e2d\u306b\u3042\u308b\u6f14\u7b97\u88c5\u7f6e\u306f\u5358\u7d14\u306a\u8a08\u7b97\u3057\u304b\u3067\u304d\u306a\u3044\u304c\u81a8\u5927\u306a\u6570\u3042\u308b\u3053\u3068\u3092\u6d3b\u304b\u3057\u3066\uff0c\u5358\u7d14\u306a\u8a08\u7b97\u3092\u4e26\u5217\u3057\u3066\u9ad8\u901f\u306b\u51e6\u7406\u3092\u3055\u305b\u308b\uff0e<\/li>\n<\/ol>\n<p>\u305d\u3057\u3066\u4eca\u73fe\u5728\uff0c\u79c1\u305f\u3061\u306e\u8eab\u306e\u56de\u308a\u306b\u306f\uff0c\u4eba\u5de5\u77e5\u80fd\u3067\u6ea2\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>Apple\u306eSiri\uff0cAmazon\u306eAlexa\uff0cWindows\u306eCortana\uff0cGoogle\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\uff0c\u30eb\u30f3\u30d0\uff0caibo...<\/p>\n<p>\u305d\u3057\u3066\uff0c<strong>\u79c1\u305f\u3061\u306f\u624b\u8efd\u306b\u4eba\u5de5\u77e5\u80fd\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u306a\u6642\u4ee3\u306b\u751f\u304d\u3066\u3044\u307e\u3059<\/strong>\uff0e<\/p>\n<p>Google\u306eTensorflow\uff0cFacebook\u306ePyTorch\u306a\u3069\uff0c\u591a\u304f\u306e\u4eba\u5de5\u77e5\u80fd\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u7121\u6599\u3067\u4f7f\u3048\u308b\u306e\u3067\u3059\uff0e<\/p>\n<p>\u3088\u304f\u3088\u304f\u8003\u3048\u305f\u3089\u3059\u3054\u3044\u6642\u4ee3\u3067\u3059\uff0e<\/p>\n<p>\u79c1\u305f\u3061\u306f\u4eca\uff0c\u307e\u3055\u306b<strong>\u4eba\u5de5\u77e5\u80fd\u306e\u9032\u5316\u3068\u3068\u3082\u306b\u751f\u304d\u3066\u3044\u308b<\/strong>\u306e\u3067\u3059\uff0e<\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI%E3%81%AE%E3%81%93%E3%82%8C%E3%81%8B%E3%82%89_2020%E5%B9%B4~_20XX%E5%B9%B4\"><\/span>AI\u306e\u3053\u308c\u304b\u3089 -2020\u5e74~ 20XX\u5e74-<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"color: #ff6600;\"><i class=\"fas fa-exclamation-triangle\"><\/i> \u3053\u3053\u304b\u3089\u306f\u79c1\u306e\u6301\u8ad6\u3092\u542b\u307f\u307e\u3059\u306e\u3067\uff0c\u3054\u4e86\u627f\u304f\u3060\u3055\u3044\uff01<\/span><\/p>\n<p>AI\u306f\u79c1\u305f\u3061\u306e\u8eab\u306e\u56de\u308a\u306e\u81f3\u308b\u6240\u306b\u5b58\u5728\u3057\u3066\u304a\u308a\uff0cAI\u306f\u7121\u8996\u3067\u304d\u306a\u3044\u5b58\u5728\u306b\u306a\u3063\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u4eba\u306b\u3088\u3063\u3066\u306f\u300cAI\u306b\u652f\u914d\u3055\u308c\u308b\u300d\u3068\u8003\u3048\u308b\u4eba\u304c\u3044\u3066\u3082\u304a\u304b\u3057\u304f\u306f\u3042\u308a\u307e\u305b\u3093\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0c\u5b9f\u969b\u306e\u3068\u3053\u308d<strong>AI\u306f\u307e\u3060\u5b8c\u5168\u3067\u306f\u306a\u3044<\/strong>\u306e\u3067\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI%E3%81%AF%E4%BA%BA%E9%96%93%E3%82%92%E8%B6%85%E3%81%88%E3%81%9F%E3%81%AE%E3%81%8B\"><\/span>AI\u306f\u4eba\u9593\u3092\u8d85\u3048\u305f\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u3053\u306e\u7591\u554f\u306f\uff0c<strong>YES\u3067\u3042\u308aNO<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u4eba\u9593\u306b\u52dd\u3063\u3066\u3044\u308b\u3068\u3053\u308d\u3082\u3042\u308c\u3070\uff0c\u8ca0\u3051\u3066\u3044\u308b\u3068\u3053\u308d\u3082\u3042\u308a\u307e\u3059\uff0e<\/p>\n<p>\u4f8b\u3048\u3070\u5c06\u68cb\u3067\u8a00\u3046\u3068\uff0c2012\u5e74\u9803\uff0c\u7c73\u9577\u90a6\u96c4 \u6c38\u4e16\u68cb\u8056\u306f\uff0c<strong>\u30dc\u30f3\u30af\u30e9\u30fc\u30ba<\/strong>\u3068\u547c\u3070\u308c\u308bAI\u306b2\u5ea6\u6557\u6226\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p>\u56f2\u7881\u306e\u4e16\u754c\u3067\u306f\uff0c2015\u5e74\u304b\u30892017\u5e74\u306b\u304b\u3051\u3066\uff0c<strong>Google\u306e\u958b\u767a\u3057\u305fAlphaGo<\/strong>\u304c\u4e16\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u68cb\u58eb\u305f\u3061\u3092\u3069\u3093\u3069\u3093\u8ca0\u304b\u3057\uff0c\u6700\u7d42\u7684\u306b\u306fAlphaGo\u306f\u3082\u3046\u4eba\u9593\u3068\u306e\u5bfe\u6226\u306f\u3057\u306a\u3044\u3068\u5ba3\u8a00\u3057\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u306e\u8a71\u306f\uff0c\u3069\u3061\u3089\u3082\u30cf\u30f3\u30c7\u306a\u3057\u3067\u3059\uff0e<\/p>\n<p>\u3053\u3046\u805e\u304f\u3068\uff0c\u4eba\u9593\u306fAI\u306b\u8d85\u3055\u308c\u305f\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<p>\u3044\u3044\u3048\u9055\u3044\u307e\u3059\uff0e<\/p>\n<p><strong>AI\u304c\u52dd\u3066\u308b\u306e\u306f\u7279\u5b9a\u306e\u4e00\u5206\u91ce\u306e\u307f<\/strong>\u3067\u3059\uff0e<\/p>\n<p>AI\u306f\u5c06\u68cb\u306b\u7279\u5316\u3057\u305f\u3082\u306e\uff0c\u56f2\u7881\u306b\u7279\u5316\u3057\u305f\u3082\u306e\uff0c\u753b\u50cf\u8a8d\u8b58\u306b\u7279\u5316\u3057\u305f\u3082\u306e\uff0c\u3068\u3044\u3046\u3088\u3046\u306b\u7279\u5b9a\u306e\u5206\u91ce\u306e\u307f\u5f37\u529b\u306b\u306f\u305f\u3089\u304d\u307e\u3059\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0c\u79c1\u305f\u3061\u4eba\u9593\u306f\uff0c\u6b69\u3051\u308b\u3057\uff0c\u8ab0\u304b\u3068\u4f1a\u8a71\u3082\u3067\u304d\uff0c\u6599\u7406\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308c\u3070\uff0c\u8eca\u306e\u904b\u8ee2\u3082\u3067\u304d\u308b\uff0e<\/p>\n<p>\u305d\u3057\u3066<strong>\u65b0\u3057\u3044\u7269\u4e8b\u3092\u7d99\u7d9a\u7684\u306b\u5b66\u7fd2\u3057\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/strong>\uff0e<\/p>\n<p>\u3053\u308c\u306f\u4eca\u306eAI\u306b\u306f\u3067\u304d\u306a\u3044\u306e\u3067\u3059\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8F%BE%E4%BB%A3AI%E3%81%AE%E5%A4%A7%E3%81%8D%E3%81%AA%E6%AC%A0%E7%82%B9\"><\/span>\u73fe\u4ee3AI\u306e\u5927\u304d\u306a\u6b20\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4f8b\u3048\u3070<strong>\u7834\u5c40\u7684\u5fd8\u5374 (Catastrophic forgetting)<\/strong>\u3068\u3044\u3046\u554f\u984c\u3092AI\u306f\u62b1\u3048\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3053\u308c\u306f\uff0cAI\u304c\u65b0\u3057\u304f\u4f55\u304b\u3092\u5b66\u307c\u3046\u3068\u3059\u308b\u3068\uff0c\u904e\u53bb\u306b\u5b66\u3093\u3060\u3053\u3068\u3092\u5fd8\u308c\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u554f\u984c\u3067\u3059\uff0e<\/p>\n<p>\u4eba\u9593\u304b\u3089\u3057\u305f\u3089\u304a\u30d0\u30ab\u306a\u8a71\u3067\u3059\u304c\uff0cAI\u3082\u3068\u3044<strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u65b0\u3057\u3044\u7269\u4e8b\u3092\u5b66\u3076\u3068\uff0c\u305d\u308c\u306b\u7279\u5316\u3057\u3066\u3057\u307e\u3044\u904e\u53bb\u306e\u60c5\u5831\u306f\u4e0a\u66f8\u304d\u3055\u308c\u3066\u3057\u307e\u3046<\/strong>\u306e\u3067\u3059\uff0e<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1219\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/cf.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff01\u6b74\u53f2\u304b\u3089\u7d10\u89e3\u304f\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"1200\" height=\"401\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/cf.png 1200w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/cf-300x100.png 300w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/cf-768x257.png 768w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/cf-1024x342.png 1024w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>\u3053\u306e\u3088\u3046\u306b\uff0cAI\u306f\u7d99\u7d9a\u7684\u306b\u79fb\u308a\u5909\u308f\u308b\u74b0\u5883\u3067\uff0c\u751f\u304d\u5ef6\u3073\u3066\u3044\u304f\u3053\u3068\u306f\u307e\u3060\u307e\u3060\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\uff0e<\/p>\n<p>\u3082\u3061\u308d\u3093\u5bfe\u7b56\u7814\u7a76\u3082\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u304c\uff0c\u672c\u8cea\u7684\u306a\u89e3\u6c7a\u306b\u306f\u307e\u3060\u81f3\u3063\u3066\u3044\u306a\u3044\u3088\u3046\u3067\u3059\uff0e<\/p>\n<p>\u4ed6\u306b\u3082\uff0c<strong>Adversarial Examples<\/strong>\u3068\u3044\u3046\u554f\u984c\u3082\u3042\u308a\u307e\u3059\uff0e<\/p>\n<p>\u3053\u308c\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u753b\u50cf\u3092\u898b\u3066\u304f\u3060\u3055\u3044\uff0e<\/p>\n<p><img loading=\"lazy\" class=\"aligncenter size-full wp-image-1220\" src=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/ae.png\" alt=\"\u77e5\u8b58\u30bc\u30ed\u3067\u3082\u308f\u304b\u308b\uff01\u6b74\u53f2\u304b\u3089\u7d10\u89e3\u304f\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u3053\u308c\u307e\u3067\u3068\u3053\u308c\u304b\u3089\" width=\"768\" height=\"274\" srcset=\"https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/ae.png 768w, https:\/\/hirlab.net\/nblog\/wp-content\/uploads\/2020\/07\/ae-300x107.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/p>\n<p>\u4eba\u9593\u304b\u3089\u3059\u308b\u3068\uff0c\u5de6\u3082\u53f3\u3082\u300c\u30d1\u30f3\u30c0\u300d\u306a\u306e\u3067\u3059\u304c\uff0cAI\u306f\u53f3\u3092\u300c\u30c6\u30ca\u30ac\u30b6\u30eb (Gibbon)\u300d\u3068\u89e3\u91c8\u3057\u3066\u3057\u307e\u3046\u3088\u3046\u3067\u3059\uff0c\u3057\u304b\u308299.3%\u306e\u8d85\u81ea\u4fe1\u6e80\u3005\u306e\u78ba\u4fe1\u5ea6\u3067\uff0e<\/p>\n<p>\u3053\u308c\u306f\uff0c<strong>\u60aa\u610f\u306e\u3042\u308b\u30ce\u30a4\u30ba\u3092\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u3067\uff0c\u30ef\u30b6\u3068AI\u306b\u8aa4\u8b58\u5225\u3055\u305b\u308b<\/strong>\u7814\u7a76\u3067\u3059\uff0e<\/p>\n<p>\u3044\u3084\u3089\u3057\u3044\u7814\u7a76\u3067\u3059\u304c\uff0c\u3053\u3093\u306a\u3053\u3068\u5408\u3063\u3066\u306f\u306a\u3089\u306a\u3044\u3067\u591a\u304f\u306e\u4eba\u304c\uff0c\u653b\u6483\u5074\u3068\u9632\u5fa1\u5074\uff0c\uff12\u3064\u306e\u7acb\u3061\u4f4d\u7f6e\u3067\u7814\u7a76\u3057\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p><strong>\u79c1\u305f\u3061\u306e\u4e16\u754c\u306f\u30ce\u30a4\u30ba\u3060\u3089\u3051<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u65e5\u306e\u5149\uff0c\u866b\uff0c\u7802\u57c3\uff0c\u96e8\u7c92\uff0c\u306a\u3069\u306a\u3069\u5168\u3066\u304c\u30ce\u30a4\u30ba\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<p>\u4f8b\u3048\u3070\u81ea\u52d5\u904b\u8ee2\u3067\u306f\uff0c<strong>\u9053\u8def\u6a19\u8b58\u306b\u60aa\u610f\u3042\u308b\u30ce\u30a4\u30ba\u3092\u4e0a\u4e57\u305b\u3055\u308c\u305f\u3089\uff0c\u305d\u308c\u3060\u3051\u3067\u4e8b\u6545\u306b\u306a\u308a\u304b\u306d\u307e\u305b\u3093<\/strong>\uff0e<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u5927\u304d\u306a\u554f\u984c\u3092\u62b1\u3048\u306a\u304c\u3089\uff0c\u4eca\u8eab\u306e\u56de\u308a\u3067\u306fAI\u304c\u666e\u53ca\u3057\u3066\u304d\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u305d\u308c\u306f\uff0c\u826f\u3044\u3053\u3068\u306a\u306e\u3067\u3059\u304c\uff0c<strong>\u307e\u3060\u307e\u3060\u5b8c\u5168\u306b\u4fe1\u7528\u306f\u3067\u304d\u306a\u3044<\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u3082\u3042\u308a\u307e\u3059\uff0e<br \/>\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script><br \/>\n<!-- article-mid --><br \/>\n<ins class=\"adsbygoogle\" style=\"display: block;\" data-ad-client=\"ca-pub-7123758399787647\" data-ad-slot=\"2091992211\" data-ad-format=\"auto\" data-full-width-responsive=\"true\"><\/ins><br \/>\n<script>\n     (adsbygoogle = window.adsbygoogle || []).push({});\n<\/script><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%B0%E3%81%9F%E3%81%AA%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%AE%E7%99%BB%E5%A0%B4%EF%BC%9F\"><\/span>\u65b0\u305f\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u767b\u5834\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eca\uff0c\u79c1\u305f\u3061\u306e\u5468\u308a\u306b\u3042\u308bAI\u306f\uff0c\u4e3b\u306b\u7b2c2\u4e16\u4ee3\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3042\u308b\uff0c\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u30d9\u30fc\u30b9\u306e\u3082\u306e\u3067\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u4e00\u65b9\u3067\uff0c2000\u5e74\u3088\u308a\u3082\u524d\u304b\u3089\uff0c<strong>\u7b2c3\u4e16\u4ee3\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>\u304c\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u305d\u308c\u306f\uff0c<strong>\u30b9\u30d1\u30a4\u30ad\u30f3\u30b0\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(SNN)<\/strong>\u3068\u3044\u3046\u30e2\u30c7\u30eb\uff0e<\/p>\n<p>SNN\u306f\uff0c\u3088\u308a\u751f\u7269\u306e\u8133\u6d3b\u52d5\u3092\u7cbe\u5bc6\u306b\u6a21\u5023\u3057\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\uff0e<\/p>\n<p>\u79c1\u306e\u7814\u7a76\u5206\u91ce\u3082\u5b9f\u306f\u3053\u308c\u3067\u3059\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0cSNN\u306f\u901a\u5e38\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u6bd4\u3079\uff0c\u8a08\u7b97\u304c\u8907\u96d1\u3067\uff0c\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5\u306e\u3088\u3046\u306a\u5f37\u529b\u306a\u5b66\u7fd2\u6cd5\u304c\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\uff0c<strong>\u305a\u3063\u3068\u767a\u5c55\u9014\u4e0a<\/strong>\u3067\u4f4e\u8ff7\u671f\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u306a\u306e\u3067\u4e16\u306b\u3053\u306e\u540d\u524d\u304c\u5e83\u307e\u3089\u306a\u3044\u306e\u3067\u3059\uff0e<\/p>\n<p>\u79c1\u500b\u4eba\u7684\u306b\u306f\uff0cSNN\u306b\u306f\u3053\u308c\u304b\u3089\u306eAI\u306e\u8003\u3048\u65b9\u3092\u8986\u3059\u529b\u304c\u3042\u308b\uff0c\u3068\u3044\u3063\u305f<strong>\u30ed\u30de\u30f3<\/strong>\u304c\u3042\u308b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0c\u73fe\u72b6\u304c\u73fe\u72b6\u306a\u306e\u3067\uff0c\u3068\u308a\u3042\u3048\u305a\u77e5\u540d\u5ea6\u304c\u5e83\u304c\u308c\u3070\u3044\u3044\u306a\u3068\u601d\u3063\u3066\uff0cQiita\u306a\u3069\u3067\u8a18\u4e8b\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\uff0e<\/p>\n<ol>\n<li><a href=\"https:\/\/qiita.com\/arakiii\/items\/b076a5c9e57c08c49a9a\" target=\"_blank\" rel=\"noopener noreferrer\">Spiking Neural Network\u3068\u306f\u4f55\u306a\u306e\u304b - Qiita<\/a><\/li>\n<\/ol>\n<p>SNN\u306fAI\u306e\u69cb\u7bc9\u4ee5\u5916\u306b\u3082\uff0c\u8133\u79d1\u5b66\u306e\u89e3\u660e\u306b\u3082\u3057\u3070\u3057\u3070\u5229\u7528\u3055\u308c\u308b\u306e\u3067\uff0c<strong>\u3044\u3064\u304bSNN\u304c\u4e3b\u6d41\u306b\u306a\u308b\u3053\u3068\u306f\u9593\u9055\u3044\u306a\u3044<\/strong>\u3068\u601d\u3063\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u3044\u3064\u306b\u306a\u308b\u304b\u306f\u308f\u304b\u308a\u307e\u305b\u3093\uff0c10\u5e74\u5f8c\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3057\uff0c100\u5e74\u5f8c\u304b\u3082\u3057\u308c\u307e\u305b\u3093\uff0e<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI%E3%81%AF%E3%81%84%E3%81%A4%E4%BA%BA%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E3%81%AE%E3%81%8B\"><\/span>AI\u306f\u3044\u3064\u4eba\u3092\u8d85\u3048\u308b\u306e\u304b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u79c1\u306e\u6301\u8ad6\u3067\u3059\u304c\uff0c\u30bf\u30fc\u30df\u30cd\u30fc\u30bf\u30fc\u306e\u3088\u3046\u306bAI\u304c\u4eba\u3092\u652f\u914d\u3059\u308b\uff0c\u306a\u3093\u3066\u3053\u3068\u306f\u3053\u306e\u5148\u3082\u307e\u305a\u8d77\u3053\u3089\u306a\u3044\u3067\u3057\u3087\u3046\uff0e<\/p>\n<p><strong>AI\u306e\u9032\u6b69\u306f\uff0c\u8133\u79d1\u5b66\u306e\u9032\u6b69\u3042\u3063\u3066\u3053\u305d<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u8a18\u61b6\u3068\u306f\u306a\u3093\u306a\u306e\u304b\uff0c\u610f\u5fd7\u3068\u306f\u306a\u3093\u306a\u306e\u304b\uff0c\u305d\u308c\u3059\u3089\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306a\u73fe\u5728\u3067\u306f\uff0c\u4eca<strong>\u672c\u7269\u306e\u4eba\u5de5\u77e5\u80fd<\/strong>\u3092\u4f5c\u308d\u3046\u306b\u3082\u624b\u63a2\u308a\u3067\u3084\u308b\u3057\u304b\u306a\u3044\u306e\u3067\u3059\uff0e<\/p>\n<p>\u305d\u308c\u304c\u8fd1\u3044\u5c06\u6765\u306b\u4e0a\u624b\u304f\u3044\u304f\u3068\u306f\u5230\u5e95\u601d\u3048\u307e\u305b\u3093\uff0e<\/p>\n<p>SNN\u306e\u8a71\u3082\u305d\u3046\u3067\u3059\u304c\uff0c\u79c1\u305f\u3061\u304c\u751f\u304d\u3066\u3044\u308b\u6642\u4ee3\u306b\u672c\u7269\u306e\u4eba\u5de5\u77e5\u80fd\u306f\u8a95\u751f\u3057\u306a\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u306d\uff0e<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%8A%E3%82%8F%E3%82%8A%E3%81%AB\"><\/span>\u304a\u308f\u308a\u306b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\u306f\"\u77e5\u80fd\"\u3068\u8a00\u3048\u3069\uff0c<strong>\u5b9f\u614b\u306f\u5927\u304d\u306a\u95a2\u6570<\/strong>\u306b\u904e\u304e\u307e\u305b\u3093\uff0e<\/p>\n<p>\u5165\u529b\u306b\u5bfe\u3057\u3066\u671b\u307e\u3057\u3044\u51fa\u529b\u3092\u51fa\u3059\uff0c\u3068\u3044\u3046\u5805\u82e6\u3057\u3044\u3082\u306e\u3067\u3059\uff0e<\/p>\n<p>\u4eba\u9593\u306e\u3088\u3046\u306b\uff0c\u67d4\u8edf\u3067\u904a\u3073\u5fc3\u306e\u3042\u308b\u8003\u3048\u306f\u3042\u308a\u307e\u305b\u3093\uff0e<\/p>\n<p>\u4eca\u306eAI\u306f\u30ce\u30a4\u30ba\u306b\u5f31\u304f\uff0c<strong>\u3042\u308b\u7279\u5b9a\u5206\u91ce\u3067\u306e\u307f\u5f37\u529b\u306a\"\u9053\u5177\"<\/strong>\u306a\u306e\u3067\u3059\uff0e<\/p>\n<p>\u3057\u304b\u3057\uff0cAI\u3068\u3044\u3046\u7814\u7a76\u5206\u91ce\u306f\u3068\u3066\u3082\u6b74\u53f2\u304c\u6df1\u304f\uff0c\u9762\u767d\u304f\uff0c\u305d\u3057\u3066\u69d8\u3005\u306a\u5929\u624d\u305f\u3061\u304c\u7a4d\u307f\u4e0a\u3052\u3066\u304d\u305f\u7d50\u679c\u304c\uff0c\u4eca\u79c1\u305f\u3061\u306e\u8eab\u306e\u56de\u308a\u3092\u5feb\u9069\u306b\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\uff0e<\/p>\n<p>\u6b63\u76f4\u306a\u8a71\uff0c\u305d\u306e<strong>AI\u306f\u4eba\u9593\u306b\u306f\u7dcf\u5408\u7684\u306b\u306f\u52dd\u3066\u306a\u3044\u3051\u308c\u3069\uff0c\u4ed5\u4e8b\u3092\u596a\u3063\u3066\u3044\u304f\u3053\u3068\u306f\u78ba\u304b<\/strong>\u3067\u3059\uff0e<\/p>\n<p>\u305d\u306e\u3088\u3046\u306a\u6642\u4ee3\u306e\u4e2d\u3067\uff0c\u6b63\u3057\u3044\u77e5\u8b58\u3092\u8eab\u306b\u3064\u3051\u3066\uff0c\u6b63\u3057\u304fAI\u3092\u77e5\u308a\uff0c\u79c1\u305f\u3061\u306fAI\u3092\u5229\u7528\u3057\u3066\u3044\u304b\u306a\u304f\u3066\u306f\u3089\u306a\u3044\uff0c\u3068\u79c1\u306f\u601d\u3044\u307e\u3059\uff0e<\/p>\n<p>\u62d9\u304f\u9577\u3044\u6587\u7ae0\u3067\u3057\u305f\u304c\uff0c\u6700\u5f8c\u307e\u3067\u8aad\u3093\u3067\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\uff0e<\/p>\n<p>\u3053\u306e\u5148\uff0cAI\u304c\u3069\u3046\u9032\u6b69\u3057\u3066\u3044\u304f\u306e\u304b\uff0c\u79c1\u305f\u3061\u306e\u60f3\u50cf\u3092\u8d85\u3048\u3066\u304f\u308b\u306e\u304b\u679c\u305f\u3057\u3066...<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B9%B4%E8%A1%A8%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u5e74\u8868\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table style=\"border-collapse: collapse; width: 100%; height: 192px;\">\n<tbody>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1950<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u30c1\u30a7\u30b9\u3092\u89e3\u304f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u63d0\u6848<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">AI\u306e\u59cb\u307e\u308a<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1956<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u30c0\u30fc\u30c8\u30de\u30b9\u4f1a\u8b70<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">\u300cAI\u300d\u3068\u3044\u3046\u8a00\u8449\u306e\u8a95\u751f<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1958<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u63d0\u6848<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">\u6700\u521d\u306eAI\u30d6\u30fc\u30e0<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1969<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u5358\u7d14\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u306e\u7dda\u5f62\u5206\u96e2\u4e0d\u53ef\u80fd\u554f\u984c\u306f\u89e3\u3051\u306a\u3044\u3053\u3068\u3092\u6307\u6458\u3055\u308c\u308b<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">AI\u6c37\u6cb3\u671f\u306e\u59cb\u307e\u308a<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1986<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u8aa4\u5dee\u9006\u4f1d\u64ad\u5b66\u7fd2\u6cd5\u306e\u63d0\u6848<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">\u7b2c2\u4e16\u4ee3\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u59cb\u307e\u308a<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">1989<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af LeNet\u306e\u63d0\u6848<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u59cb\u307e\u308a<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">2000 ~<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u666e\u53ca\uff0c\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u9032\u5316<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">CNN\u7814\u7a76\u306f\u6bb5\u3005\u3068\u76db\u3093\u306b\u306a\u3063\u3066\u3044\u304f<\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<td style=\"width: 17.3944%; height: 24px;\">2010 ~<\/td>\n<td style=\"width: 49.2722%; height: 24px;\">\u3088\u308a\u30c7\u30a3\u30fc\u30d7\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092<\/td>\n<td style=\"width: 33.3333%; height: 24px;\">\u5927\u304d\u306aAI\u30d6\u30fc\u30e0<\/td>\n<\/tr>\n<tr>\n<td style=\"width: 17.3944%;\">2020 ~<\/td>\n<td style=\"width: 49.2722%;\">???<\/td>\n<td style=\"width: 33.3333%;\">\u3088\u308aAI\u304c\u8eab\u8fd1\u306b\uff1f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u3084\u8eab\u306e\u56de\u308a\u306e\u3042\u3089\u3086\u308b\u3068\u3053\u308d\u306b\u5b58\u5728\u3059\u308b\u300c\u4eba\u5de5\u77e5\u80fd(AI)\u300d\uff0e\u7686\u3055\u3093\u306fAI\u306b\u3064\u3044\u3066\u6df1\u304f\u8003\u3048\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u304b\uff1f\u5b9f\u306fAI\u306b\u306f\u6df1\u304f\u9762\u767d\u3044\u6b74\u53f2\u304c\u3042\u308a\uff0c\u305d\u308c\u3092\u7d10\u89e3\u304f\u3053\u3068\u3067AI\u306e\u5b9f\u614b\u3092\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff0e\u305d\u3057\u3066AI\u306e\u3053\u308c\u304b\u3089\u306b\u3064\u3044\u3066\u3082\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff0e\u3053\u306e\u5148\u79c1\u305f\u3061\u306f\uff0c\u3069\u306e\u3088\u3046\u306bAI\u3068\u5171\u5b58\u3057\u3066\u3044\u3051\u3070\u826f\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff0e<\/p>\n","protected":false},"author":1,"featured_media":1228,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[31],"tags":[57,34],"_links":{"self":[{"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/posts\/1199"}],"collection":[{"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/comments?post=1199"}],"version-history":[{"count":30,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/posts\/1199\/revisions"}],"predecessor-version":[{"id":1240,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/posts\/1199\/revisions\/1240"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/media\/1228"}],"wp:attachment":[{"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/media?parent=1199"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/categories?post=1199"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hirlab.net\/nblog\/wp-json\/wp\/v2\/tags?post=1199"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}