{"id":966,"date":"2025-11-14T16:54:46","date_gmt":"2025-11-14T07:54:46","guid":{"rendered":"https:\/\/itsenior.jp\/km\/?p=966"},"modified":"2025-11-14T16:54:46","modified_gmt":"2025-11-14T07:54:46","slug":"deeplearning-examples","status":"publish","type":"post","link":"https:\/\/itsenior.jp\/km\/deeplearning-examples\/","title":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5fdc\u7528\u4f8b"},"content":{"rendered":"\n\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001<strong>\u591a\u5c64\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b<\/strong>\u305f\u3081\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u5230\u9054\u3067\u304d\u306a\u304b\u3063\u305f\u7cbe\u5ea6\u3084\u67d4\u8edf\u6027\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u81ea\u7136\u8a00\u8a9e\u30fb\u52d5\u4f5c\u5236\u5fa1\u30fb\u751f\u6210\u30e2\u30c7\u30eb\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> 1. \u753b\u50cf\u8a8d\u8b58\u30fb\u753b\u50cf\u89e3\u6790<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u6700\u3082\u5e83\u304f\u77e5\u3089\u308c\u308b\u306e\u304c\u753b\u50cf\u5206\u91ce\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7269\u4f53\u8a8d\u8b58<\/strong>\uff1a\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u6b69\u884c\u8005\u30fb\u4ea4\u901a\u6a19\u8b58\u691c\u51fa<\/li>\n\n\n\n<li><strong>\u753b\u50cf\u5206\u985e<\/strong>\uff1a\u732b\uff0f\u72ac\u306e\u5224\u5225\u3001\u690d\u7269\u3084\u6606\u866b\u306e\u7a2e\u985e\u5206\u985e<\/li>\n\n\n\n<li><strong>\u533b\u7642\u753b\u50cf\u8a3a\u65ad<\/strong>\uff1a\u30ec\u30f3\u30c8\u30b2\u30f3\u30fbCT\u30fbMRI\u306e\u7570\u5e38\u691c\u51fa<\/li>\n\n\n\n<li><strong>\u9854\u8a8d\u8b58<\/strong>\uff1a\u672c\u4eba\u8a8d\u8a3c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b7\u30b9\u30c6\u30e0<\/li>\n<\/ul>\n\n\n\n<p><strong>CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u306e\u767b\u5834<\/strong>\u306b\u3088\u3063\u3066\u3001\u753b\u50cf\u89e3\u6790\u306e\u7cbe\u5ea6\u306f\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002\u533b\u7642\u3084\u7523\u696d\u5206\u91ce\u3067\u3082\u4e0d\u53ef\u6b20\u306a\u6280\u8853\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u97f3\u58f0\u8a8d\u8b58\u30fb\u97f3\u58f0\u51e6\u7406<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u97f3\u58f0\u4fe1\u53f7\u306e\u6642\u9593\u7684\u306a\u7279\u5fb4\u3092\u62bd\u51fa\u3059\u308b\u306e\u306b\u3082\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u97f3\u58f0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>\uff08Siri\u3001Google Assistant\uff09<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u5b57\u5e55\u751f\u6210<\/strong><\/li>\n\n\n\n<li><strong>\u97f3\u58f0\u7ffb\u8a33<\/strong><\/li>\n\n\n\n<li><strong>\u8a71\u8005\u8b58\u5225<\/strong>\uff08\u8ab0\u304c\u8a71\u3057\u3066\u3044\u308b\u304b\u306e\u5224\u5b9a\uff09<\/li>\n<\/ul>\n\n\n\n<p>RNN\u3001LSTM\u3001\u6700\u8fd1\u3067\u306fTransformer\u30d9\u30fc\u30b9\u306e\u97f3\u58f0\u30e2\u30c7\u30eb\u304c\u5b9f\u7528\u5316\u3055\u308c\u3001\u9ad8\u7cbe\u5ea6\u306a\u97f3\u58f0\u7406\u89e3\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u8a00\u8a9e\u306e\u51e6\u7406\u306b\u3082\u5927\u304d\u306a\u9769\u65b0\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7ffb\u8a33\uff08\u6a5f\u68b0\u7ffb\u8a33\uff09<\/strong>\uff1aGoogle\u7ffb\u8a33\u3001DeepL<\/li>\n\n\n\n<li><strong>\u6587\u7ae0\u8981\u7d04\u30fb\u6587\u66f8\u691c\u7d22<\/strong><\/li>\n\n\n\n<li><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30fb\u5bfe\u8a71AI<\/strong><\/li>\n\n\n\n<li><strong>\u611f\u60c5\u5206\u6790<\/strong>\uff1aSNS\u6295\u7a3f\u304b\u3089\u611f\u60c5\u3092\u63a8\u5b9a<\/li>\n\n\n\n<li><strong>\u6587\u7ae0\u751f\u6210<\/strong>\uff1aChatGPT\u306a\u3069\u306eLLM<\/li>\n<\/ul>\n\n\n\n<p>\u7279\u306b<strong>Transformer\u30e2\u30c7\u30eb\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u4eba\u9593\u306b\u8fd1\u3044\u81ea\u7136\u306a\u5bfe\u8a71\u3084\u6587\u7ae0\u751f\u6210\u304c\u53ef\u80fd\u306b<\/strong>\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u81ea\u52d5\u904b\u8ee2<\/h3>\n\n\n\n<p>\u81ea\u52d5\u904b\u8ee2\u6280\u8853\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7d50\u6676\u3068\u3082\u3044\u3048\u308b\u5206\u91ce\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ab\u30e1\u30e9\u753b\u50cf\u306b\u3088\u308b\u7269\u4f53\u691c\u51fa<\/strong><\/li>\n\n\n\n<li><strong>\u9053\u8def\u30fb\u8eca\u7dda\u8a8d\u8b58<\/strong><\/li>\n\n\n\n<li><strong>\u5468\u56f2\u72b6\u6cc1\u306e\u4e88\u6e2c\uff08\u6b69\u884c\u8005\u306e\u52d5\u304d\u306a\u3069\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u7d4c\u8def\u8a08\u753b\u3068\u5236\u5fa1<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8996\u899a\u8a8d\u8b58\u304b\u3089\u8d70\u884c\u5224\u65ad\u307e\u3067\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u5e45\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> 5. \u7523\u696d\u5206\u91ce\uff08\u88fd\u9020\u30fb\u54c1\u8cea\u7ba1\u7406\uff09<\/h3>\n\n\n\n<p>\u88fd\u9020\u696d\u3067\u3082\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u5927\u304d\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5916\u89b3\u691c\u67fb<\/strong>\uff08\u4e0d\u826f\u54c1\u306e\u81ea\u52d5\u691c\u51fa\uff09<\/li>\n\n\n\n<li><strong>\u30ed\u30dc\u30c3\u30c8\u5236\u5fa1<\/strong><\/li>\n\n\n\n<li><strong>\u8a2d\u5099\u306e\u6545\u969c\u4e88\u5146\u691c\u77e5<\/strong>\uff08\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u5206\u6790\uff09<\/li>\n\n\n\n<li><strong>\u9700\u8981\u4e88\u6e2c\u3001\u5728\u5eab\u7ba1\u7406<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u4eba\u9593\u306e\u76ee\u3088\u308a\u9ad8\u7cbe\u5ea6\u306a\u691c\u67fb\u304c\u53ef\u80fd\u306b<\/strong>\u306a\u308a\u3001\u751f\u7523\u52b9\u7387\u306e\u5927\u5e45\u306a\u5411\u4e0a\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> 6. \u91d1\u878d<\/h3>\n\n\n\n<p>\u91d1\u878d\u696d\u754c\u3067\u3082\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u80fd\u529b\u304c\u5f37\u307f\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0d\u6b63\u53d6\u5f15\u691c\u77e5<\/strong><\/li>\n\n\n\n<li><strong>\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0<\/strong><\/li>\n\n\n\n<li><strong>\u682a\u4fa1\u30fb\u5e02\u5834\u4e88\u6e2c<\/strong><\/li>\n\n\n\n<li><strong>\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u53d6\u5f15<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u5927\u91cf\u306e\u53d6\u5f15\u30c7\u30fc\u30bf\u304b\u3089\u30ea\u30b9\u30af\u3092\u5224\u5b9a\u3057\u305f\u308a\u3001\u4e0d\u6b63\u884c\u70ba\u3092\u65e9\u671f\u306b\u5bdf\u77e5\u3059\u308b\u306a\u3069\u3001\u91d1\u878d\u306e\u9ad8\u5ea6\u5316\u306b\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"> 7. \u751f\u6210AI\uff08Generative AI\uff09<\/h3>\n\n\n\n<p>\u8fd1\u5e74\u6700\u3082\u6ce8\u76ee\u3055\u308c\u308b\u5fdc\u7528\u5206\u91ce\u304c\u300c\u751f\u6210AI\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u753b\u50cf\u751f\u6210\uff08Stable Diffusion, DALL\u00b7E\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u6587\u7ae0\u751f\u6210\uff08GPT\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u52d5\u753b\u751f\u6210\u30fb\u97f3\u58f0\u751f\u6210<\/strong><\/li>\n\n\n\n<li><strong>\u30c7\u30b6\u30a4\u30f3\u3001\u5e83\u544a\u7d20\u6750\u306e\u81ea\u52d5\u4f5c\u6210<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>GAN\u3084\u62e1\u6563\u30e2\u30c7\u30eb\uff08Diffusion Model\uff09\u306a\u3069\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u4eba\u9593\u304c\u5275\u4f5c\u3059\u308b\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u81ea\u52d5\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b<\/strong>\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h3>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001<br><strong>\u300c\u7279\u5fb4\u3092\u81ea\u52d5\u3067\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u300d<\/strong><br>\u3092\u5f37\u307f\u306b\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u8a00\u8a9e\u30fb\u81ea\u52d5\u904b\u8ee2\u30fb\u7523\u696d\u30fb\u91d1\u878d\u30fb\u5275\u4f5c\u306a\u3069\u3001\u793e\u4f1a\u306e\u3042\u3089\u3086\u308b\u5206\u91ce\u3067\u5fdc\u7528\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u7279\u306b\u8fd1\u5e74\u306f\u751f\u6210AI\u3084\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebAI\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u3067\u304d\u308b\u3053\u3068\u304c\u3055\u3089\u306b\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3082\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3084\u52b9\u7387\u7684\u306a\u5b66\u7fd2\u65b9\u6cd5\u306e\u958b\u767a\u306b\u3088\u3063\u3066\u3001\u5e45\u5e83\u3044\u5206\u91ce\u3067\u9769\u65b0\u304c\u7d9a\u3044\u3066\u3044\u304f\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u591a\u5c64\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u305f\u3081\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u5230\u9054\u3067\u304d\u306a\u304b\u3063\u305f\u7cbe\u5ea6\u3084\u67d4\u8edf\u6027\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u3001\u753b\u50cf\u30fb\u97f3\u58f0\u30fb\u81ea\u7136\u8a00\u8a9e\u30fb\u52d5\u4f5c\u5236\u5fa1\u30fb\u751f\u6210\u30e2\u30c7\u30eb\u306a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":967,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[56,47],"tags":[],"class_list":["post-966","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-deeplearning","category-ai-mechanism"],"_links":{"self":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/966","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/comments?post=966"}],"version-history":[{"count":1,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/966\/revisions"}],"predecessor-version":[{"id":968,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/966\/revisions\/968"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media\/967"}],"wp:attachment":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media?parent=966"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/categories?post=966"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/tags?post=966"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}