{"id":978,"date":"2025-11-14T20:42:41","date_gmt":"2025-11-14T11:42:41","guid":{"rendered":"https:\/\/itsenior.jp\/km\/?p=978"},"modified":"2025-11-14T20:42:41","modified_gmt":"2025-11-14T11:42:41","slug":"transformer%e3%81%8c%e7%94%9f%e6%88%90ai%e3%82%92%e5%a4%89%e9%9d%a9%e3%81%97%e3%81%9f%e7%90%86%e7%94%b1","status":"publish","type":"post","link":"https:\/\/itsenior.jp\/km\/transformer%e3%81%8c%e7%94%9f%e6%88%90ai%e3%82%92%e5%a4%89%e9%9d%a9%e3%81%97%e3%81%9f%e7%90%86%e7%94%b1\/","title":{"rendered":"Transformer\u304c\u751f\u6210AI\u3092\u5909\u9769\u3057\u305f\u7406\u7531"},"content":{"rendered":"\n<p>Transformer\u306f\u30012017\u5e74\u306b\u767b\u5834\u3057\u3066\u4ee5\u6765\u3001\u751f\u6210AI\u306e\u767a\u5c55\u3092\u6839\u672c\u304b\u3089\u4f5c\u308a\u5909\u3048\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002\u305d\u306e\u9769\u65b0\u6027\u306f\u3001\u5358\u306a\u308b\u6027\u80fd\u5411\u4e0a\u3067\u306f\u306a\u304f\u3001<strong>AI\u304c\u300c\u4eba\u9593\u306b\u5339\u6575\u3059\u308b\u8a00\u8a9e\u80fd\u529b\u300d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u69cb\u9020\u7684\u6761\u4ef6\u3092\u6574\u3048\u305f<\/strong>\u70b9\u306b\u3042\u308a\u307e\u3059\u3002Transformer\u304c\u751f\u6210AI\u3092\u5909\u9769\u3057\u305f\u7406\u7531\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\u4ee5\u4e0b\u306e5\u70b9\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Self-Attention\u306b\u3088\u308b\u6587\u8108\u7406\u89e3\u306e\u98db\u8e8d\u7684\u5f37\u5316<\/strong><\/h3>\n\n\n\n<p>Transformer\u306e\u4e2d\u5fc3\u306b\u3042\u308bSelf-Attention\u306f\u3001<strong>\u6587\u4e2d\u306e\u5168\u5358\u8a9e\u540c\u58eb\u306e\u95a2\u9023\u6027\u3092\u4e00\u5ea6\u306b\u8a55\u4fa1<\/strong>\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u5f93\u6765\u306eRNN\u3084LSTM\u3067\u306f\u4e0d\u53ef\u80fd\u3060\u3063\u305f\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u70b9\u3067\u6c7a\u5b9a\u7684\u306a\u5229\u70b9\u3092\u3082\u305f\u3089\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u8108\u306e\u9577\u8ddd\u96e2\u4f9d\u5b58\u95a2\u4fc2\u3092\u6b63\u78ba\u306b\u6349\u3048\u3089\u308c\u308b<\/li>\n\n\n\n<li>\u6587\u5168\u4f53\u306e\u69cb\u9020\u3092\u4fef\u77b0\u3057\u3066\u7406\u89e3\u3067\u304d\u308b<\/li>\n\n\n\n<li>\u5358\u8a9e\u9593\u306e\u610f\u5473\u95a2\u4fc2\u3092\u67d4\u8edf\u306b\u30e2\u30c7\u30eb\u5316\u3067\u304d\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u306e\u80fd\u529b\u306b\u3088\u3063\u3066\u3001\u751f\u6210AI\u306f\u300c\u4e00\u8cab\u3057\u305f\u9577\u6587\u300d\u300c\u8ad6\u7406\u7684\u306a\u8aac\u660e\u300d\u300c\u8907\u96d1\u306a\u63a8\u8ad6\u300d\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6280\u8853\u7684\u9650\u754c\u3092\u5927\u304d\u304f\u7a81\u7834\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>\u4e26\u5217\u51e6\u7406\u306b\u3088\u3063\u3066\u5de8\u5927\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f<\/strong><\/h3>\n\n\n\n<p>RNN\u3084LSTM\u306f\u9010\u6b21\u51e6\u7406\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306b\u306f\u975e\u52b9\u7387\u3067\u3057\u305f\u3002<br>\u5bfe\u3057\u3066Transformer\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u5358\u8a9e\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u308b<\/li>\n\n\n\n<li>GPU\u3084TPU\u306b\u6700\u9069\u5316\u3057\u3084\u3059\u3044<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u5206\u6563\u5b66\u7fd2\u304c\u5bb9\u6613<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3063\u305f\u7406\u7531\u304b\u3089\u3001<strong>\u30c6\u30ad\u30b9\u30c8\u6570\u5146\u30c8\u30fc\u30af\u30f3\u898f\u6a21\u306e\u5b66\u7fd2<\/strong>\u304c\u521d\u3081\u3066\u73fe\u5b9f\u7684\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u300c\u5de8\u5927\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u5b66\u7fd2\u3067\u304d\u308b\u300d\u7279\u6027\u3053\u305d\u304c\u3001GPT-3\u3001GPT-4\u3001GPT-5\u306e\u3088\u3046\u306a\u8d85\u5de8\u5927\u30e2\u30c7\u30eb\u3092\u53ef\u80fd\u306b\u3057\u305f\u8981\u56e0\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Multi-Head Attention\u306b\u3088\u308b\u591a\u8996\u70b9\u306e\u540c\u6642\u7406\u89e3<\/strong><\/h3>\n\n\n\n<p>Transformer\u306f\u3072\u3068\u3064\u306eAttention\u3067\u306f\u306a\u304f\u3001\u8907\u6570\uff08\uff1dMulti-Head\uff09\u306eAttention\u3092\u4e26\u5217\u306b\u884c\u3044\u307e\u3059\u3002<br>\u5404\u30d8\u30c3\u30c9\u306f\u7570\u306a\u308b\u89b3\u70b9\u3067\u6587\u3092\u5206\u6790\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u6cd5\u69cb\u9020<\/li>\n\n\n\n<li>\u610f\u5473\u306e\u6d41\u308c<\/li>\n\n\n\n<li>\u8a71\u984c\u306e\u95a2\u9023<\/li>\n\n\n\n<li>\u611f\u60c5\u7684\u30cb\u30e5\u30a2\u30f3\u30b9<\/li>\n\n\n\n<li>\u4ee3\u540d\u8a5e\u306e\u53c2\u7167\u95a2\u4fc2<\/li>\n<\/ul>\n\n\n\n<p>\u305d\u306e\u7d50\u679c\u3001Transformer\u306f\u300c\u8c4a\u304b\u306a\u610f\u5473\u7406\u89e3\u300d\u3092\u7372\u5f97\u3057\u3001\u5358\u306a\u308b\u6587\u7ae0\u751f\u6210\u3092\u8d85\u3048\u3066\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8981\u7d04<\/li>\n\n\n\n<li>\u7ffb\u8a33<br>-\u8ad6\u7406\u7684\u63a8\u8ad6<\/li>\n\n\n\n<li>\u6587\u4f53\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/li>\n\n\n\n<li>\u554f\u984c\u89e3\u6c7a<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3063\u305f\u591a\u69d8\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u3092\u5358\u4e00\u30e2\u30c7\u30eb\u3067\u3053\u306a\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>\u30b9\u30b1\u30fc\u30eb\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u8ce2\u304f\u306a\u308b\u201cScaling Law\u201d\u3092\u53ef\u80fd\u306b\u3057\u305f<\/strong><\/h3>\n\n\n\n<p>Transformer\u306e\u767b\u5834\u5f8c\u3001\u7814\u7a76\u8005\u305f\u3061\u306f<strong>\u300c\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3084\u30c7\u30fc\u30bf\u91cf\u3092\u5897\u3084\u3059\u3068\u6027\u80fd\u304c\u4e88\u6e2c\u53ef\u80fd\u306b\u4e0a\u304c\u308b\u300d\u3068\u3044\u3046Scaling Law<\/strong>\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002<br>\u3053\u308c\u306f\u3001Transformer\u304c<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5897\u5927\u306b\u8010\u3048\u3089\u308c\u308b\u8a2d\u8a08<\/li>\n\n\n\n<li>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3092\u5438\u53ce\u3067\u304d\u308b\u67d4\u8edf\u6027<\/li>\n\n\n\n<li>\u6c4e\u7528\u7684\u306a\u5b66\u7fd2\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u3092\u6301\u3064\u3053\u3068\u304c\u7406\u7531\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001AI\u306e\u7814\u7a76\u30a2\u30d7\u30ed\u30fc\u30c1\u304c<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u30e2\u30c7\u30eb\u306e\u9ad8\u5ea6\u5316 \u2192 \u30c7\u30fc\u30bf\u3084\u30e2\u30c7\u30eb\u3092\u62e1\u5927\u3059\u308b\u65b9\u5411\u3078<\/p>\n<\/blockquote>\n\n\n\n<p>\u3078\u3068\u5287\u7684\u306b\u30b7\u30d5\u30c8\u3057\u3001\u73fe\u5728\u306eLLM\u30d6\u30fc\u30e0\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>\u751f\u6210\u30bf\u30b9\u30af\u306b\u7279\u5316\u3067\u304d\u308b\u30c7\u30b3\u30fc\u30c0\u69cb\u9020\uff08GPT\u7cfb\u5217\uff09<\/strong><\/h3>\n\n\n\n<p>Transformer\u306f\u672c\u6765\u30a8\u30f3\u30b3\u30fc\u30c0\uff0b\u30c7\u30b3\u30fc\u30c0\u306e\u69cb\u9020\u3067\u3057\u305f\u304c\u3001GPT\u30b7\u30ea\u30fc\u30ba\u306f<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u30c7\u30b3\u30fc\u30c0\u90e8\u5206\u306e\u307f\uff1d\u300c\u6b21\u306b\u6765\u308b\u5358\u8a9e\u3092\u4e88\u6e2c\u3059\u308b\u300d\u80fd\u529b\u306b\u7279\u5316<\/p>\n<\/blockquote>\n\n\n\n<p>\u3059\u308b\u3053\u3068\u3067\u3001\u81ea\u7136\u8a00\u8a9e\u751f\u6210\uff08NLG\uff09\u306b\u6975\u3081\u3066\u9ad8\u3044\u80fd\u529b\u3092\u767a\u63ee\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6307\u793a\u306b\u6cbf\u3063\u305f\u6587\u7ae0\u751f\u6210<\/li>\n\n\n\n<li>\u8ffd\u52a0\u8aac\u660e\u3084\u8b70\u8ad6<\/li>\n\n\n\n<li>\u9577\u7de8\u306e\u69cb\u6210<\/li>\n\n\n\n<li>\u5275\u4f5c<\/li>\n\n\n\n<li>\u30b9\u30bf\u30a4\u30eb\u5909\u63db<\/li>\n<\/ul>\n\n\n\n<p>\u306a\u3069\u3001\u591a\u69d8\u306a\u751f\u6210\u30bf\u30b9\u30af\u304c\u300c\u5358\u4e00\u30e2\u30c7\u30eb\u300d\u3067\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u8ad6\uff1aTransformer\u306f\u751f\u6210AI\u306e\u201c\u524d\u63d0\u6761\u4ef6\u201d\u3092\u3064\u304f\u3063\u305f<\/h3>\n\n\n\n<p>Transformer\u306fAI\u3092\u5358\u306b\u300c\u5f37\u304f\u300d\u3057\u305f\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u3080\u3057\u308d\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de8\u5927\u30c7\u30fc\u30bf\u5b66\u7fd2<\/li>\n\n\n\n<li>\u9577\u6587\u7406\u89e3<\/li>\n\n\n\n<li>\u6c4e\u7528\u30bf\u30b9\u30af\u51e6\u7406<\/li>\n\n\n\n<li>\u591a\u8996\u70b9\u306e\u610f\u5473\u89e3\u6790<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30eb\u306b\u3088\u308b\u98db\u8e8d\u7684\u6027\u80fd\u5411\u4e0a<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u3001<strong>\u73fe\u4ee3\u306e\u751f\u6210AI\u306b\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3059\u3079\u3066\u3092\u53ef\u80fd\u306b\u3057\u305f\u6839\u672c\u6280\u8853<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>Transformer\u306e\u767b\u5834\u306a\u304f\u3057\u3066\u3001GPT\u3084Claude\u3001Gemini\u306e\u3088\u3046\u306a\u751f\u6210AI\u306e\u767a\u5c55\u306f\u3042\u308a\u5f97\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u305d\u308c\u307b\u3069\u6c7a\u5b9a\u7684\u306a\u6280\u8853\u9769\u65b0\u3060\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>Transformer\u306f\u30012017\u5e74\u306b\u767b\u5834\u3057\u3066\u4ee5\u6765\u3001\u751f\u6210AI\u306e\u767a\u5c55\u3092\u6839\u672c\u304b\u3089\u4f5c\u308a\u5909\u3048\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002\u305d\u306e\u9769\u65b0\u6027\u306f\u3001\u5358\u306a\u308b\u6027\u80fd\u5411\u4e0a\u3067\u306f\u306a\u304f\u3001AI\u304c\u300c\u4eba\u9593\u306b\u5339\u6575\u3059\u308b\u8a00\u8a9e\u80fd\u529b\u300d\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u69cb\u9020\u7684\u6761\u4ef6\u3092\u6574\u3048\u305f\u70b9\u306b\u3042\u308a\u307e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":979,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[58,47],"tags":[],"class_list":["post-978","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-transformer","category-ai-mechanism"],"_links":{"self":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/978","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=978"}],"version-history":[{"count":1,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/978\/revisions"}],"predecessor-version":[{"id":980,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/posts\/978\/revisions\/980"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media\/979"}],"wp:attachment":[{"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/media?parent=978"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/categories?post=978"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itsenior.jp\/km\/wp-json\/wp\/v2\/tags?post=978"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}