{"id":5096,"date":"2023-04-03T16:37:50","date_gmt":"2023-04-03T16:37:50","guid":{"rendered":"http:\/\/skimai.com\/?p=5096"},"modified":"2024-06-11T20:05:38","modified_gmt":"2024-06-12T01:05:38","slug":"%e3%83%87%e3%82%a3%e3%83%bc%e3%83%97%e3%83%a9%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/what-is-deep-learning\/","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u4f55\u304b\uff1f"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#What_is_Deep_Learning\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u4f55\u304b\uff1f<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#The_Building_Blocks_of_Deep_Learning\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30d3\u30eb\u30c7\u30a3\u30f3\u30b0\u30d6\u30ed\u30c3\u30af<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#The_Different_Types_of_Learning_Architectures\" >\u5b66\u7fd2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u7a2e\u985e<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#Convolutional_Neural_Networks_CNNs\" >\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(CNN)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#Recurrent_Neural_Networks_RNNs\" >\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09<\/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:\/\/skimai.com\/ja\/what-is-deep-learning\/#Challenges_of_Deep_Learning\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c<\/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:\/\/skimai.com\/ja\/what-is-deep-learning\/#Interpretability_and_Explainability\" >\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u8aac\u660e\u53ef\u80fd\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#Data_and_Computational_Requirements_for_Deep_Learning\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u80fd\u529b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#Robustness_and_Security\" >\u5805\u7262\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/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:\/\/skimai.com\/ja\/what-is-deep-learning\/#Applications_of_Deep_Learning\" >\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/what-is-deep-learning\/#Revolutionizing_Industries_and_Applications\" >\u7523\u696d\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9769\u547d\u3092\u8d77\u3053\u3059<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_is_Deep_Learning\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u4f55\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08DL\uff09\u306f\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3067\u3001\u4e3b\u306b\u4eba\u9593\u306e\u8133\u306e\u5b66\u7fd2\u80fd\u529b\u3068\u60c5\u5831\u51e6\u7406\u80fd\u529b\u3092\u6a21\u5023\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u3002\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u4e16\u754c\u3067\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u30d8\u30eb\u30b9\u30b1\u30a2\u304b\u3089\u81ea\u5f8b\u30b7\u30b9\u30c6\u30e0\u306b\u81f3\u308b\u307e\u3067\u3001\u4e8b\u5b9f\u4e0a\u3042\u3089\u3086\u308b\u5206\u91ce\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u753b\u671f\u7684\u306a\u6280\u8853\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002 <\/p>\n<p>\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u51e6\u7406\u3059\u308b\u3053\u306e\u80fd\u529b\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08ANN\uff09\u3068\u547c\u3070\u308c\u308b\u3001\u76f8\u4e92\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u8907\u96d1\u306a\u7db2\u306b\u4f9d\u5b58\u3057\u3066\u3044\u308b\u3002ANN\u306e\u30d1\u30ef\u30fc\u3068\u3001\u6642\u9593\u3068\u3068\u3082\u306b\u81ea\u52d5\u7684\u306b\u9069\u5fdc\u3057\u6539\u5584\u3059\u308b\u80fd\u529b\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u767a\u898b\u3057\u3001\u610f\u5473\u306e\u3042\u308b\u6d1e\u5bdf\u3092\u62bd\u51fa\u3057\u3001\u9a5a\u304f\u3079\u304d\u7cbe\u5ea6\u3067\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <\/p>\n<p>*\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3053\u306e\u30d6\u30ed\u30b0\u3092\u8aad\u3080\u524d\u306b\u3001AI\u3068ML\u306b\u3064\u3044\u3066\u306e\u8aac\u660e\u3092\u5fc5\u305a\u30c1\u30a7\u30c3\u30af\u3057\u3066\u307b\u3057\u3044\u3002 <\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Building_Blocks_of_Deep_Learning\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30d3\u30eb\u30c7\u30a3\u30f3\u30b0\u30d6\u30ed\u30c3\u30af<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u790e\u306f\u3001\u4eba\u9593\u306e\u8133\u306e\u69cb\u9020\u3068\u6a5f\u80fd\u306b\u30d2\u30f3\u30c8\u3092\u5f97\u305fANN\u306e\u6982\u5ff5\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b\u3002ANN\u306f\u3001\u76f8\u4e92\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30ce\u30fc\u30c9\u307e\u305f\u306f\u30cb\u30e5\u30fc\u30ed\u30f3\u304b\u3089\u306a\u308b\u69d8\u3005\u306a\u5c64\u3067\u69cb\u6210\u3055\u308c\u3001\u5404\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u6b21\u306e\u5c64\u306b\u6e21\u3059\u3002\u3053\u308c\u3089\u306e\u5c64\u306f\u3001\u30cb\u30e5\u30fc\u30ed\u30f3\u9593\u306e\u63a5\u7d9a\u306e\u91cd\u307f\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u5b66\u7fd2\u3057\u3001\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <\/p>\n<p>ANN\u306e\u4e2d\u306b\u306f\u4eba\u5de5\u7684\u306a\u30cb\u30e5\u30fc\u30ed\u30f3\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u5225\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u304b\u3089\u5165\u529b\u3092\u53d7\u3051\u3066\u304b\u3089\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u63a5\u7d9a\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30ed\u30f3\u306b\u51fa\u529b\u3092\u9001\u308b\u3002\u30cb\u30e5\u30fc\u30ed\u30f3\u9593\u306e\u63a5\u7d9a\u306e\u5f37\u3055\u306f\u91cd\u307f\u3068\u3057\u3066\u77e5\u3089\u308c\u3001\u3053\u306e\u91cd\u307f\u304c\u5168\u4f53\u306e\u8a08\u7b97\u306b\u304a\u3051\u308b\u5404\u5165\u529b\u306e\u91cd\u8981\u6027\u3092\u6c7a\u5b9a\u3059\u308b\u3002 <\/p>\n<p><img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2023\/04\/230330-ANNs-01-scaled.jpg\" alt=\"\"><\/p>\n<p>ANN\u306f\u4e3b\u306b3\u3064\u306e\u5c64\u3067\u69cb\u6210\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\uff1a <\/p>\n<ol>\n<li>\n<p>\u5165\u529b\u5c64\uff1a\u5165\u529b\u5c64\u306f\u751f\u30c7\u30fc\u30bf\u3092\u53d7\u3051\u53d6\u308b\u3002<\/p>\n<\/li>\n<li>\n<p>\u96a0\u308c\u5c64\uff1a\u96a0\u308c\u5c64\u306f\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u8907\u96d1\u306a\u5909\u63db\u3092\u884c\u3046\u3002 <\/p>\n<\/li>\n<li>\n<p>\u51fa\u529b\u30ec\u30a4\u30e4\u30fc\uff1a\u51fa\u529b\u5c64\u306f\u6700\u7d42\u7d50\u679c\u3092\u751f\u6210\u3059\u308b\u3002 <\/p>\n<\/li>\n<\/ol>\n<p>ANN\u306e\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u69cb\u6210\u8981\u7d20\u306f\u6d3b\u6027\u5316\u95a2\u6570\u3067\u3001\u3053\u308c\u306f\u53d7\u3051\u53d6\u3063\u305f\u5165\u529b\u306b\u57fa\u3065\u3044\u3066\u5404\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u51fa\u529b\u3092\u6c7a\u5b9a\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u95a2\u6570\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u975e\u7dda\u5f62\u6027\u3092\u5c0e\u5165\u3057\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3057\u3066\u8907\u96d1\u306a\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002 <\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4e88\u6e2c\u5024\u3068\u7d50\u679c\u306e\u8aa4\u5dee\u3092\u6700\u5c0f\u5316\u3059\u308b\u305f\u3081\u306b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u91cd\u307f\u3092\u8abf\u6574\u3059\u308b\u3001\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u304c\u3059\u3079\u3066\u3067\u3042\u308b\u3002\u3053\u306e\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u51fa\u529b\u3068\u771f\u306e\u5024\u3068\u306e\u5dee\u3092\u5b9a\u91cf\u5316\u3059\u308b\u640d\u5931\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3002 <\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Different_Types_of_Learning_Architectures\"><\/span>\u5b66\u7fd2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u7a2e\u985e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3068\u306f\u3044\u3048\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f1\u3064\u306e\u5b66\u7fd2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5f93\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u5e45\u5e83\u3044\u554f\u984c\u306b\u4f7f\u308f\u308c\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u3001\u4e3b\u306b\u3044\u304f\u3064\u304b\u306e\u7a2e\u985e\u304c\u3042\u308b\u3002\u6700\u3082\u4e00\u822c\u7684\u306a\u3082\u306e\u306f\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u3068\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306e2\u3064\u3060\u3002\u3057\u304b\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u3082\u3042\u308b\u3002 <a href=\"https:\/\/developer.ibm.com\/articles\/cc-machine-learning-deep-learning-architectures\/\">LSTM\u3001GRU\u3001\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0<\/a>. <\/p>\n<h3><span class=\"ez-toc-section\" id=\"Convolutional_Neural_Networks_CNNs\"><\/span>\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af(CNN)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>CNN\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3084\u753b\u50cf\u8a8d\u8b58\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u308b\u3002CNN\u306e\u767b\u5834\u4ee5\u524d\u306f\u3001\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u306f\u753b\u50cf\u4e2d\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u8b58\u5225\u3059\u308b\u305f\u3081\u306b\u3001\u624b\u9593\u3068\u6642\u9593\u306e\u304b\u304b\u308b\u7279\u5fb4\u62bd\u51fa\u6280\u8853\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u305f\u3002\u753b\u50cf\u8a8d\u8b58\u306e\u6587\u8108\u3067\u306f\u3001CNN\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u3001\u6b63\u78ba\u306a\u4e88\u6e2c\u306e\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u7279\u5fb4\u3092\u4fdd\u6301\u3057\u306a\u304c\u3089\u3001\u753b\u50cf\u3092\u3088\u308a\u6271\u3044\u3084\u3059\u3044\u5f62\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n<p>CNN\u306f\u3001\u753b\u50cf\u3001\u97f3\u58f0\u4fe1\u53f7\u3001\u97f3\u58f0\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066\u5353\u8d8a\u3057\u305f\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u305f\u3081\u3001\u3057\u3070\u3057\u3070\u4ed6\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u51cc\u99d5\u3059\u308b\u3002 <\/p>\n<p>\u305d\u306e\u30bf\u30b9\u30af\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u4e3b\u306b3\u7a2e\u985e\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u7573\u307f\u8fbc\u307f\u5c64<\/strong>:\u30d4\u30af\u30bb\u30eb\u5185\u306e\u7279\u5fb4\u3092\u8b58\u5225\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64<\/strong>:\u66f4\u306a\u308b\u51e6\u7406\u306e\u305f\u3081\u306b\u7279\u5fb4\u3092\u8981\u7d04\u3059\u308b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>FC\u30ec\u30a4\u30e4\u30fc<\/strong>:\u53d6\u5f97\u3057\u305f\u7279\u5fb4\u91cf\u3092\u4e88\u6e2c\u306b\u5229\u7528\u3059\u308b\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u7573\u307f\u8fbc\u307f\u5c64\u306fCNN\u306e\u6700\u3082\u57fa\u672c\u7684\u306a\u69cb\u6210\u8981\u7d20\u3067\u3001\u8a08\u7b97\u306e\u5927\u90e8\u5206\u304c\u3053\u3053\u3067\u884c\u308f\u308c\u308b\u3002\u3053\u306e\u5c64\u306f\u5165\u529b\u30c7\u30fc\u30bf\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u7279\u5fb4\u30de\u30c3\u30d7\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u3002\u7573\u307f\u8fbc\u307f\u5c64\u306f\u3001\u7d50\u679c\u3092\u30d7\u30fc\u30ea\u30f3\u30b0\u5c64\u306b\u9001\u308b\u524d\u306b\u3001\u5165\u529b\u306b\u5bfe\u3057\u3066\u7573\u307f\u8fbc\u307f\u6f14\u7b97\u3092\u884c\u3046\u3002 <\/p>\n<p>\u753b\u50cf\u8a8d\u8b58\u30bf\u30b9\u30af\u3067\u306f\u3001\u3053\u306e\u7573\u307f\u8fbc\u307f\u306f\u3001\u305d\u306e\u53d7\u5bb9\u91ce\u5185\u306e\u3059\u3079\u3066\u306e\u30d4\u30af\u30bb\u30eb\u3092\u5358\u4e00\u306e\u5024\u306b\u51dd\u7e2e\u3059\u308b\u3002\u3088\u308a\u7c21\u5358\u306b\u8a00\u3048\u3070\u3001\u753b\u50cf\u306b\u7573\u307f\u8fbc\u307f\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3057\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u5185\u306e\u3059\u3079\u3066\u306e\u60c5\u5831\u30921\u3064\u306e\u30d4\u30af\u30bb\u30eb\u306b\u307e\u3068\u3081\u308b\u3002\u6c34\u5e73\u30a8\u30c3\u30b8\u3084\u659c\u3081\u30a8\u30c3\u30b8\u306a\u3069\u306e\u57fa\u672c\u7684\u306a\u7279\u5fb4\u306f\u3001\u7573\u307f\u8fbc\u307f\u5c64\u3067\u62bd\u51fa\u3055\u308c\u308b\u3002\u7573\u307f\u8fbc\u307f\u5c64\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u51fa\u529b\u306f\u3001\u7279\u5fb4\u30de\u30c3\u30d7\u3068\u547c\u3070\u308c\u308b\u3002<\/p>\n<p>\u30d7\u30fc\u30ea\u30f3\u30b0\u30ec\u30a4\u30e4\u30fc\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3001\u7279\u5fb4\u30de\u30c3\u30d7\u306e\u30b5\u30a4\u30ba\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3067\u3001\u30ec\u30a4\u30e4\u30fc\u9593\u306e\u8a08\u7b97\u3068\u63a5\u7d9a\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3042\u308b\u3002 <\/p>\n<p>CNN\u306e\u7b2c3\u5c64\u306fFC\u5c64\u3067\u30012\u3064\u306e\u7570\u306a\u308b\u5c64\u9593\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u63a5\u7d9a\u3059\u308b\u3002\u51fa\u529b\u5c64\u306e\u524d\u306b\u4f4d\u7f6e\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u524d\u306e\u5c64\u304b\u3089\u306e\u5165\u529b\u753b\u50cf\u306f\u5e73\u5766\u5316\u3055\u308c\u308b\u3002\u5e73\u5766\u5316\u3055\u308c\u305f\u753b\u50cf\u306f\u901a\u5e38\u3001\u3055\u3089\u306bFC\u5c64\u3092\u901a\u904e\u3057\u3001\u305d\u3053\u3067\u6570\u5b66\u95a2\u6570\u304c\u5206\u985e\u30d7\u30ed\u30bb\u30b9\u3092\u958b\u59cb\u3059\u308b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Recurrent_Neural_Networks_RNNs\"><\/span>\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30ea\u30ab\u30ec\u30f3\u30c8\u30fb\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306f\u3001\u958b\u767a\u3055\u308c\u305f\u6700\u5148\u7aef\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u3072\u3068\u3064\u3067\u3042\u308a\u3001Siri\u3084Google\u306e\u97f3\u58f0\u691c\u7d22\u306a\u3069\u3001\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3002 <\/p>\n<p>RNN\u306f\u3001\u5185\u90e8\u30e1\u30e2\u30ea\u306b\u3088\u3063\u3066\u5165\u529b\u3092\u4fdd\u6301\u3067\u304d\u308b\u6700\u521d\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308a\u3001\u97f3\u58f0\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u91d1\u878d\u30c7\u30fc\u30bf\u3001\u30aa\u30fc\u30c7\u30a3\u30aa\u306a\u3069\u306e\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u306a\u30c7\u30fc\u30bf\u3092\u542b\u3080\u6a5f\u68b0\u5b66\u7fd2\u554f\u984c\u3067\u91cd\u5b9d\u3055\u308c\u308b\u3002RNN\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u4f9d\u5b58\u95a2\u4fc2\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u52b9\u679c\u7684\u306b\u6349\u3048\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u3001\u3088\u308a\u6b63\u78ba\u306a\u4e88\u6e2c\u3084\u5168\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p>\n<p>RNN\u306e\u7279\u5fb4\u306f\u3001\u5185\u90e8\u30e1\u30e2\u30ea\u3068\u3057\u3066\u6a5f\u80fd\u3059\u308b\u96a0\u308c\u72b6\u614b\u3092\u7dad\u6301\u3059\u308b\u80fd\u529b\u3067\u3042\u308a\u3001\u4ee5\u524d\u306e\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u306e\u60c5\u5831\u3092\u8a18\u61b6\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u306e\u8a18\u61b6\u80fd\u529b\u306b\u3088\u308a\u3001RNN\u306f\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\u5185\u306e\u9577\u8ddd\u96e2\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b66\u7fd2\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u6642\u7cfb\u5217\u5206\u6790\u3001NLP\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u7279\u306b\u52b9\u679c\u7684\u3067\u3042\u308b\u3002<\/p>\n<p>RNN\u306e\u69cb\u9020\u306f\u3001\u76f8\u4e92\u306b\u63a5\u7d9a\u3055\u308c\u305f\u4e00\u9023\u306e\u5c64\u3067\u69cb\u6210\u3055\u308c\u3001\u5404\u5c64\u306f\u5165\u529b\u30b7\u30fc\u30b1\u30f3\u30b9\u306e1\u3064\u306e\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u306e\u51e6\u7406\u3092\u62c5\u5f53\u3059\u308b\u3002\u5404\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u306e\u5165\u529b\u306f\u3001\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3068\u524d\u306e\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u306e\u96a0\u308c\u72b6\u614b\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3042\u308b\u3002\u3053\u306e\u60c5\u5831\u306fRNN\u5c64\u306b\u3088\u3063\u3066\u51e6\u7406\u3055\u308c\u3001\u96a0\u308c\u72b6\u614b\u304c\u66f4\u65b0\u3055\u308c\u3001\u51fa\u529b\u304c\u751f\u6210\u3055\u308c\u308b\u3002\u96a0\u308c\u72b6\u614b\u306f\u30e1\u30e2\u30ea\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u4ee5\u524d\u306e\u6642\u9593\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u306e\u60c5\u5831\u3092\u4fdd\u6301\u3057\u3001\u5c06\u6765\u306e\u51e6\u7406\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Challenges_of_Deep_Learning\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u76ee\u899a\u307e\u3057\u3044\u6210\u529f\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u3053\u306e\u5206\u91ce\u3092\u767a\u5c55\u3055\u305b\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u306e\u8cac\u4efb\u3042\u308b\u5c55\u958b\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u3055\u3089\u306a\u308b\u63a2\u6c42\u304c\u5fc5\u8981\u306a\u3044\u304f\u3064\u304b\u306e\u8ab2\u984c\u3068\u5c06\u6765\u306e\u7814\u7a76\u5206\u91ce\u304c\u6b8b\u3063\u3066\u3044\u308b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Interpretability_and_Explainability\"><\/span>\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u8aac\u660e\u53ef\u80fd\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306e\u5927\u304d\u306a\u9650\u754c\u306e\u4e00\u3064\u306f\u3001\u305d\u306e\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u7684\u306a\u6027\u8cea\u3067\u3042\u308b\u3002\u305d\u306e\u305f\u3081\u3001\u5b9f\u52d9\u5bb6\u3001\u30e6\u30fc\u30b6\u30fc\u3001\u898f\u5236\u5f53\u5c40\u306f\u3001\u4e88\u6e2c\u3084\u6c7a\u5b9a\u306e\u80cc\u5f8c\u306b\u3042\u308b\u7406\u7531\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u308b\u3002 <a href=\"http:\/\/skimai.com\/ja\/ai%e3%82%92%e8%aa%ac%e6%98%8e%e5%8f%af%e8%83%bd%e3%81%ab%e3%81%99%e3%82%8b%e3%83%96%e3%83%ad%e3%82%b0\/\">\u6280\u8853\u958b\u767a<\/a> \u3088\u308a\u826f\u3044\u89e3\u91c8\u53ef\u80fd\u6027\u3068 <a href=\"http:\/\/skimai.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0-%e8%aa%ac%e6%98%8e%e5%8f%af%e8%83%bd%e3%81%aaai%e3%81%a8%e3%81%af\/\">\u8aac\u660e\u53ef\u80fd\u6027<\/a> \u3053\u306e\u3088\u3046\u306a\u61f8\u5ff5\u306b\u5bfe\u51e6\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u3053\u3068\u3067\u3042\u308a\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u610f\u5473\u3092\u6301\u3064\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2023\/04\/230330-Challenges-of-Deep-Learning-01-scaled.jpg\" alt=\"\"><\/p>\n<p>\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u8aac\u660e\u53ef\u80fd\u6027\u306e\u5f37\u5316\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3084\u5229\u5bb3\u95a2\u4fc2\u8005\u304c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u304c\u3069\u306e\u3088\u3046\u306b\u4e88\u6e2c\u3084\u6c7a\u5b9a\u306b\u81f3\u308b\u304b\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u305d\u306e\u80fd\u529b\u3068\u4fe1\u983c\u6027\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u3092\u91b8\u6210\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7e4a\u7d30\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u7279\u306b\u91cd\u8981\u3067\u3042\u308b\u3002 <a href=\"http:\/\/skimai.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0-%e5%8c%bb%e7%99%82%e3%81%af%e8%aa%ac%e6%98%8e%e5%8f%af%e8%83%bd%e3%81%aaai%e3%82%92%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ab%e5%88%a9%e7%94%a8%e3%81%a7%e3%81%8d\/\">\u30d8\u30eb\u30b9\u30b1\u30a2<\/a>\u91d1\u878d\u3001\u5211\u4e8b\u53f8\u6cd5\u306a\u3069\u3001AI\u306e\u6c7a\u5b9a\u304c\u500b\u4eba\u306e\u751f\u6d3b\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u5206\u91ce\u3060\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u89e3\u91c8\u3057\u8aac\u660e\u3059\u308b\u80fd\u529b\u306f\u3001\u6f5c\u5728\u7684\u306a\u30d0\u30a4\u30a2\u30b9\u3001\u30a8\u30e9\u30fc\u3001\u307e\u305f\u306f\u610f\u56f3\u3057\u306a\u3044\u7d50\u679c\u306e\u7279\u5b9a\u3068\u8efd\u6e1b\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u3002\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u69cb\u9020\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u52d9\u8005\u306f\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u914d\u5099\u306b\u3064\u3044\u3066\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001AI\u30b7\u30b9\u30c6\u30e0\u304c\u8cac\u4efb\u3068\u502b\u7406\u3092\u6301\u3063\u3066\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30fb\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306e\u5185\u90e8\u30d7\u30ed\u30bb\u30b9\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u306f\u3001\u5b9f\u52d9\u5bb6\u304c\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u554f\u984c\u3084\u30a8\u30e9\u30fc\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u8981\u56e0\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u52d9\u8005\u306f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3001\u307e\u305f\u306f\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3057\u3001\u5168\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Data_and_Computational_Requirements_for_Deep_Learning\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u80fd\u529b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u4fe1\u3058\u3089\u308c\u306a\u3044\u307b\u3069\u5f37\u529b\u3060\u304c\u3001\u3053\u306e\u5f37\u529b\u3055\u306b\u306f\u591a\u5927\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u8981\u4ef6\u304c\u4f34\u3046\u3002\u3053\u306e\u3088\u3046\u306a\u8981\u4ef6\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u306b\u6642\u3068\u3057\u3066\u56f0\u96e3\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u304c\u3042\u308b\u3002 <\/p>\n<p><img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2023\/04\/230330-Challenges-of-Deep-Learning-02-scaled.jpg\" alt=\"\"><\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u4e3b\u306a\u8ab2\u984c\u306e1\u3064\u306f\u3001\u5927\u91cf\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306a\u3053\u3068\u3060\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u304c\u52b9\u679c\u7684\u306b\u5b66\u7fd2\u3057\u6c4e\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u3057\u3070\u3057\u3070\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u3053\u308c\u306f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u304c\u751f\u30c7\u30fc\u30bf\u304b\u3089\u81ea\u52d5\u7684\u306b\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u5b66\u7fd2\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3067\u3042\u308a\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308c\u3070\u3067\u304d\u308b\u307b\u3069\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3068\u95a2\u4fc2\u3092\u7279\u5b9a\u3057\u3001\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3068\u30e9\u30d9\u30eb\u4ed8\u3051\u306b\u306f\u3001\u6642\u9593\u3068\u52b4\u529b\u304c\u304b\u304b\u308a\u3001\u30b3\u30b9\u30c8\u3082\u304b\u304b\u308b\u3002\u7279\u306b\u533b\u7642\u753b\u50cf\u3084\u5e0c\u5c11\u8a00\u8a9e\u306e\u3088\u3046\u306a\u7279\u6b8a\u306a\u9818\u57df\u3067\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f\u308a\u3001\u5165\u624b\u304c\u56f0\u96e3\u306a\u5834\u5408\u3082\u3042\u308b\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u306f\u3001\u9650\u3089\u308c\u305f\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u3001\u30c7\u30fc\u30bf\u5897\u5f37\u3001\u8ee2\u79fb\u5b66\u7fd2\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3084\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306a\u3069\u3001\u69d8\u3005\u306a\u624b\u6cd5\u3092\u6a21\u7d22\u3057\u3066\u304d\u305f\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306f\u3001\u5b66\u7fd2\u3068\u63a8\u8ad6\u306b\u591a\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3082\u5fc5\u8981\u3068\u3059\u308b\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306b\u306f\u901a\u5e38\u3001\u591a\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u30ec\u30a4\u30e4\u30fc\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3001\u5fc5\u8981\u306a\u8a08\u7b97\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001GPU\u3084TPU\u306e\u3088\u3046\u306a\u5f37\u529b\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u7279\u6b8a\u306a\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u8a08\u7b97\u9700\u8981\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u7d44\u7e54\u306b\u3088\u3063\u3066\u306f\u6cd5\u5916\u306a\u3082\u306e\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u306e\u9577\u671f\u5316\u3068\u30b3\u30b9\u30c8\u306e\u4e0a\u6607\u3092\u62db\u304f\u3002\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u3001\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3057\u3001\u6027\u80fd\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3068\u8907\u96d1\u3055\u3092\u4f4e\u6e1b\u3059\u308b\u65b9\u6cd5\u3092\u7814\u7a76\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Robustness_and_Security\"><\/span>\u5805\u7262\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5353\u8d8a\u3057\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u308b\u304c\u3001\u6b21\u306e\u3088\u3046\u306a\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u3044\u3002 <a 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decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2023\/04\/230330-Challenges-of-Deep-Learning-03-scaled.jpg\" alt=\"\"><\/p>\n<p>\u6575\u5bfe\u7684\u306a\u653b\u6483\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u304c\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5c0f\u3055\u306a\u3001\u3057\u3070\u3057\u3070\u77e5\u899a\u3067\u304d\u306a\u3044\u6442\u52d5\u306b\u654f\u611f\u3067\u3042\u308b\u3053\u3068\u3092\u60aa\u7528\u3059\u308b\u3002\u5143\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u308f\u305a\u304b\u306a\u5909\u66f4\u3067\u3055\u3048\u3001\u4eba\u9593\u306e\u89b3\u5bdf\u8005\u306b\u306f\u4e8b\u5b9f\u4e0a\u540c\u3058\u5165\u529b\u306b\u898b\u3048\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u5287\u7684\u306b\u7570\u306a\u308b\u4e88\u6e2c\u3084\u5206\u985e\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3053\u306e\u73fe\u8c61\u306f\u3001\u6575\u304c\u5165\u529b\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u3092\u5371\u967a\u306b\u3055\u3089\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u5b9f\u4e16\u754c\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u5b89\u5b9a\u6027\u3068\u4fe1\u983c\u6027\u306b\u61f8\u5ff5\u3092\u62b1\u304b\u305b\u308b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Applications_of_Deep_Learning\"><\/span>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5fdc\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u7523\u696d\u306b\u304a\u3044\u3066\u3001\u305d\u306e\u5909\u9769\u306e\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u304d\u305f\u3002\u6700\u3082\u6ce8\u76ee\u3059\u3079\u304d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a<\/p>\n<ul>\n<li>\u753b\u50cf\u8a8d\u8b58\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u306e\u30bf\u30b9\u30af\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u305f\u3002\u7279\u306bCNN\u306f\u753b\u50cf\u5206\u985e\u3001\u7269\u4f53\u691c\u51fa\u3001\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u512a\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u3088\u3046\u306a\u9032\u6b69\u306b\u3088\u308a\u3001\u9854\u8a8d\u8b58\u3001\u81ea\u5f8b\u8d70\u884c\u8eca\u3001\u533b\u7642\u753b\u50cf\u89e3\u6790\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u9053\u304c\u958b\u304b\u308c\u305f\u3002<\/li>\n<li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff1a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3001\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u53ef\u80fd\u306b\u3057\u305f\u3002\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u304c\u63a1\u7528\u3055\u308c\u3001\u6a5f\u68b0\u7ffb\u8a33\u3001\u611f\u60c5\u5206\u6790\u3001\u30c6\u30ad\u30b9\u30c8\u8981\u7d04\u3001\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30bf\u30b9\u30af\u3067\u6700\u5148\u7aef\u306e\u7d50\u679c\u3092\u9054\u6210\u3057\u3066\u3044\u308b\u3002<\/li>\n<li>\u97f3\u58f0\u8a8d\u8b58\u3068\u751f\u6210\uff1a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u97f3\u58f0\u8a8d\u8b58\u30fb\u751f\u6210\u306b\u304a\u3044\u3066\u3082\u5927\u304d\u306a\u9032\u6b69\u3092\u9042\u3052\u3066\u3044\u308b\u3002RNN\u3084CNN\u306e\u3088\u3046\u306a\u6280\u8853\u306f\u3001\u8a71\u3057\u8a00\u8449\u3092\u6587\u5b57\u306b\u5909\u63db\u3059\u308b\u3001\u3088\u308a\u6b63\u78ba\u3067\u52b9\u7387\u7684\u306a\u81ea\u52d5\u97f3\u58f0\u8a8d\u8b58\uff08ASR\uff09\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30e2\u30c7\u30eb\u306f\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u4eba\u9593\u306e\u3088\u3046\u306a\u97f3\u58f0\u3092\u751f\u6210\u3059\u308b\u9ad8\u54c1\u8cea\u306e\u97f3\u58f0\u5408\u6210\u3082\u53ef\u80fd\u306b\u3057\u3066\u3044\u308b\u3002<\/li>\n<li>\u5f37\u5316\u5b66\u7fd2\uff1a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u5f37\u5316\u5b66\u7fd2\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u958b\u767a\u3055\u308c\u305f\u3002 <a href=\"https:\/\/huggingface.co\/blog\/deep-rl-intro\">\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\uff08DRL\uff09<\/a> \u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002DRL\u306f\u610f\u601d\u6c7a\u5b9a\u3084\u5236\u5fa1\u306e\u305f\u3081\u306e\u6700\u9069\u306a\u30dd\u30ea\u30b7\u30fc\u3092\u5b66\u7fd2\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002DRL\u306e\u5fdc\u7528\u5206\u91ce\u306f\u30ed\u30dc\u30c3\u30c8\u5de5\u5b66\u3001\u91d1\u878d\u3001\u30b2\u30fc\u30e0\u306a\u3069\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/li>\n<li>\u751f\u6210\u30e2\u30c7\u30eb\uff1a\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u751f\u6210\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb <a href=\"http:\/\/skimai.com\/ja\/%e3%82%b8%e3%82%a7%e3%83%8d%e3%83%ac%e3%82%a4%e3%83%86%e3%82%a3%e3%83%96ai%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b\/\">\u751f\u6210\u7684\u9006\u6570\u30cd\u30c3\u30c8\u30ef\u30fc\u30af (GANs)<\/a>\u306f\u3001\u73fe\u5b9f\u7684\u306a\u30c7\u30fc\u30bf\u30b5\u30f3\u30d7\u30eb\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u9855\u8457\u306a\u53ef\u80fd\u6027\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u306f\u3001\u753b\u50cf\u5408\u6210\u3001\u30b9\u30bf\u30a4\u30eb\u8ee2\u9001\u3001\u30c7\u30fc\u30bf\u88dc\u5f37\u3001\u7570\u5e38\u691c\u51fa\u306a\u3069\u306e\u30bf\u30b9\u30af\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n<li>\u30d8\u30eb\u30b9\u30b1\u30a2\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u30d8\u30eb\u30b9\u30b1\u30a2\u306b\u3082\u5927\u304d\u304f\u8ca2\u732e\u3057\u3066\u304a\u308a\u3001\u8a3a\u65ad\u3001\u5275\u85ac\u3001\u500b\u5225\u5316\u533b\u7642\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u308b\u3002\u4f8b\u3048\u3070\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u75c5\u6c17\u306e\u65e9\u671f\u767a\u898b\u306e\u305f\u3081\u306e\u533b\u7642\u753b\u50cf\u306e\u89e3\u6790\u3001\u60a3\u8005\u306e\u8ee2\u5e30\u4e88\u6e2c\u3001\u6f5c\u5728\u7684\u306a\u85ac\u5264\u5019\u88dc\u306e\u7279\u5b9a\u306a\u3069\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Revolutionizing_Industries_and_Applications\"><\/span>\u7523\u696d\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9769\u547d\u3092\u8d77\u3053\u3059<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7523\u696d\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u3092\u79d8\u3081\u305f\u753b\u671f\u7684\u306a\u6280\u8853\u3068\u3057\u3066\u767b\u5834\u3057\u305f\u3002\u305d\u306e\u4e2d\u6838\u3068\u306a\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u4eba\u9593\u306e\u8133\u306e\u5b66\u7fd2\u80fd\u529b\u3068\u60c5\u5831\u51e6\u7406\u80fd\u529b\u3092\u6a21\u5023\u3059\u308b\u305f\u3081\u306b\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308b\u3002CNN\u3068RNN\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3001NLP\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u306e\u5206\u91ce\u3067\u5927\u304d\u306a\u9032\u6b69\u3092\u53ef\u80fd\u306b\u3057\u305f2\u3064\u306e\u8457\u540d\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3042\u308b\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u305d\u306e\u8cac\u4efb\u3042\u308b\u502b\u7406\u7684\u306a\u5c55\u958b\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u5bfe\u51e6\u3059\u3079\u304d\u8ab2\u984c\u306b\u4f9d\u7136\u3068\u3057\u3066\u76f4\u9762\u3057\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u8aac\u660e\u53ef\u80fd\u6027\u306e\u5411\u4e0a\u3001\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u6a5f\u8981\u4ef6\u3078\u306e\u5bfe\u5fdc\u3001\u6575\u5bfe\u7684\u653b\u6483\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u5805\u7262\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5f37\u5316\u306a\u3069\u304c\u542b\u307e\u308c\u308b\u3002<\/p>\n<p>\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u304c\u3053\u308c\u3089\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3092\u63a2\u6c42\u3057\u3001\u958b\u767a\u3057\u7d9a\u3051\u308b\u306b\u3064\u308c\u3066\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5206\u91ce\u306f\u9593\u9055\u3044\u306a\u304f\u9032\u6b69\u3057\u7d9a\u3051\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3001\u4ed5\u4e8b\u3001\u8eab\u306e\u56de\u308a\u306e\u4e16\u754c\u3068\u306e\u95a2\u308f\u308a\u65b9\u3092\u4e00\u5909\u3055\u305b\u308b\u65b0\u305f\u306a\u80fd\u529b\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u3082\u305f\u3089\u3059\u3060\u308d\u3046\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u305d\u306e\u8a08\u308a\u77e5\u308c\u306a\u3044\u53ef\u80fd\u6027\u306b\u3088\u3063\u3066\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u672a\u6765\u3092\u5f62\u6210\u3057\u3001\u69d8\u3005\u306a\u9818\u57df\u306b\u304a\u3051\u308b\u6280\u8853\u9032\u6b69\u3092\u63a8\u9032\u3059\u308b\u4e0a\u3067\u3001\u307e\u3059\u307e\u3059\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u306b\u306a\u308b\u3060\u308d\u3046\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>What is Deep Learning? Deep learning (DL) is a subset of machine learning (ML) that primarily focuses on mimicking the human brain\u2019s ability to learn and process information. In the rapidly evolving world of artificial intelligence (AI), deep learning has emerged as a groundbreaking technology that is impacting virtually every field, from healthcare to autonomous systems. To achieve this ability to learn and process information, deep learning relies on a complex web of interconnected neurons called artificial neural networks (ANNs). By harnessing the power of ANNs and their ability to automatically adapt and improve over time, deep learning algorithms can discover intricate patterns, extract meaningful insights, and make predictions with [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11704,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[67],"tags":[104],"class_list":["post-5096","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ml-nlp","tag-deep-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What Is Deep Learning? - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover the power behind AI&#039;s most transformative technology. 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