{"id":15956,"date":"2025-01-14T09:58:13","date_gmt":"2025-01-14T00:58:13","guid":{"rendered":"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/?p=15956"},"modified":"2025-01-14T09:58:13","modified_gmt":"2025-01-14T00:58:13","slug":"ai-scaling-paradox","status":"publish","type":"post","link":"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/","title":{"rendered":"AI\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u3068\u306f\uff1f\u5de8\u5927\u5316\u3059\u308b\u30e2\u30c7\u30eb\u3068\u975e\u52b9\u7387\u306e\u30b8\u30ec\u30f3\u30de"},"content":{"rendered":"<p>AI\u30e2\u30c7\u30eb\u3092\u5927\u898f\u6a21\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u307b\u3069\u6027\u80fd\u304c\u4e0a\u304c\u308b\u4e00\u65b9\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u6025\u6fc0\u306a\u5897\u52a0\u306b\u60a9\u307e\u3055\u308c\u308b\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u300d\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u5177\u4f53\u4f8b\u3084\u80cc\u666f\u3001\u4eca\u5f8c\u306e\u5c55\u958b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 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\">Table of Contents<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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 ' ><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#1_%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB%EF%BC%9AAI%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%82%92%E5%8F%96%E3%82%8A%E5%B7%BB%E3%81%8F%E7%86%B1%E7%8B%82\" >1. \u306f\u3058\u3081\u306b\uff1aAI\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u53d6\u308a\u5dfb\u304f\u71b1\u72c2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#2_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E3%83%91%E3%83%A9%E3%83%89%E3%83%83%E3%82%AF%E3%82%B9%E3%81%A8%E3%81%AF%EF%BC%9F%E6%A6%82%E8%A6%81%E3%81%A8%E6%9C%AC%E8%B3%AA\" >2. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u3068\u306f\uff1f\u6982\u8981\u3068\u672c\u8cea<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E3%83%91%E3%83%A9%E3%83%89%E3%83%83%E3%82%AF%E3%82%B9%E3%81%AE%E5%AE%9A%E7%BE%A9\" >\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u306e\u5b9a\u7fa9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#%E9%9D%9E%E5%8A%B9%E7%8E%87%E3%81%A8%E3%83%96%E3%83%AC%E3%82%A4%E3%82%AF%E3%82%B9%E3%83%AB%E3%83%BC%E3%81%AE%E7%8B%AD%E9%96%93\" >\u975e\u52b9\u7387\u3068\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u306e\u72ed\u9593<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#3_%E5%85%B7%E4%BD%93%E4%BE%8B%E3%81%A7%E8%A6%8B%E3%82%8B%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E7%8F%BE%E7%8A%B6\" >3. \u5177\u4f53\u4f8b\u3067\u898b\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u73fe\u72b6<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#3-1_GPT%E3%82%B7%E3%83%AA%E3%83%BC%E3%82%BA%E3%81%AE%E6%80%A5%E6%8B%A1%E5%A4%A7\" >3-1. GPT\u30b7\u30ea\u30fc\u30ba\u306e\u6025\u62e1\u5927<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#GPT-2_%E2%86%92_GPT-3_%E2%86%92_GPT-4\" >GPT-2 \u2192 GPT-3 \u2192 GPT-4<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#3-2_AlphaGo%E3%81%8B%E3%82%89AlphaZero%E3%81%B8%E3%81%AE%E9%80%B2%E5%8C%96\" >3-2. AlphaGo\u304b\u3089AlphaZero\u3078\u306e\u9032\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#4_%E9%9D%9E%E5%8A%B9%E7%8E%87%E3%81%AE%E8%83%8C%E6%99%AF%EF%BC%9A%E3%81%AA%E3%81%9C%E5%B7%A8%E5%A4%A7%E5%8C%96%E3%81%AB%E9%A0%BC%E3%82%8B%E3%81%AE%E3%81%8B%EF%BC%9F\" >4. \u975e\u52b9\u7387\u306e\u80cc\u666f\uff1a\u306a\u305c\u5de8\u5927\u5316\u306b\u983c\u308b\u306e\u304b\uff1f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#4-1_%E2%80%9C%E5%8A%9B%E6%A5%AD%E2%80%9D%E3%81%A7%E3%82%82%E7%B5%90%E6%9E%9C%E3%81%8C%E5%87%BA%E3%82%84%E3%81%99%E3%81%84\" >4-1. \u201c\u529b\u696d\u201d\u3067\u3082\u7d50\u679c\u304c\u51fa\u3084\u3059\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#4-2_%E8%A8%88%E7%AE%97%E8%B3%87%E6%BA%90%E3%81%AE%E9%80%B2%E5%8C%96\" >4-2. \u8a08\u7b97\u8cc7\u6e90\u306e\u9032\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#4-3_%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%BD%A4%E6%B2%A2%E3%81%95\" >4-3. \u30c7\u30fc\u30bf\u306e\u6f64\u6ca2\u3055<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#5_%E3%81%9D%E3%82%8C%E3%81%A7%E3%82%82%E5%A4%A7%E8%A6%8F%E6%A8%A1%E5%8C%96%E3%81%8C%E9%80%B2%E3%82%80%E7%90%86%E7%94%B1%E3%81%A8%E7%B5%8C%E6%B8%88%E7%9A%84%E3%82%A4%E3%83%B3%E3%82%BB%E3%83%B3%E3%83%86%E3%82%A3%E3%83%96\" >5. \u305d\u308c\u3067\u3082\u5927\u898f\u6a21\u5316\u304c\u9032\u3080\u7406\u7531\u3068\u7d4c\u6e08\u7684\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#5-1_%E6%8A%95%E8%B3%87%E3%82%B3%E3%82%B9%E3%83%88%E3%81%A8%E3%83%AA%E3%82%BF%E3%83%BC%E3%83%B3%E3%81%AE%E3%83%90%E3%83%A9%E3%83%B3%E3%82%B9\" >5-1. \u6295\u8cc7\u30b3\u30b9\u30c8\u3068\u30ea\u30bf\u30fc\u30f3\u306e\u30d0\u30e9\u30f3\u30b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#5-2_%E2%80%9C%E5%8B%9D%E8%80%85%E7%B7%8F%E5%8F%96%E3%82%8A%E2%80%9D%E3%81%AE%E5%B8%82%E5%A0%B4%E6%A7%8B%E9%80%A0\" >5-2. \u201c\u52dd\u8005\u7dcf\u53d6\u308a\u201d\u306e\u5e02\u5834\u69cb\u9020<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#6_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E2%80%9C%E6%AC%A1%E3%81%AE%E3%83%96%E3%83%AC%E3%82%A4%E3%82%AF%E3%82%B9%E3%83%AB%E3%83%BC%E2%80%9D%E3%81%AF%E3%81%82%E3%82%8B%EF%BC%9F\" >6. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u8d85\u3048\u308b\u201c\u6b21\u306e\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u201d\u306f\u3042\u308b\uff1f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#6-1_%E4%BA%BA%E9%96%93%E3%81%AE%E8%84%B3%E3%81%A8%E3%81%AE%E6%AF%94%E8%BC%83\" >6-1. \u4eba\u9593\u306e\u8133\u3068\u306e\u6bd4\u8f03<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#6-2_%E8%87%AA%E5%B7%B1%E6%94%B9%E8%89%AF%EF%BC%88Self-improvement%EF%BC%89%E3%81%AE%E5%8F%AF%E8%83%BD%E6%80%A7\" >6-2. \u81ea\u5df1\u6539\u826f\uff08Self-improvement\uff09\u306e\u53ef\u80fd\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#6-3_%E7%89%A9%E7%90%86%E7%9A%84%E5%88%B6%E7%B4%84%E3%81%A8%E3%81%AE%E3%81%9B%E3%82%81%E3%81%8E%E5%90%88%E3%81%84\" >6-3. \u7269\u7406\u7684\u5236\u7d04\u3068\u306e\u305b\u3081\u304e\u5408\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#7_%E3%81%BE%E3%81%A8%E3%82%81%EF%BC%9AAI%E9%96%8B%E7%99%BA%E3%81%AE%E3%81%93%E3%82%8C%E3%81%8B%E3%82%89%E3%81%A8%E7%A7%81%E3%81%9F%E3%81%A1%E3%81%B8%E3%81%AE%E5%BD%B1%E9%9F%BF\" >7. \u307e\u3068\u3081\uff1aAI\u958b\u767a\u306e\u3053\u308c\u304b\u3089\u3068\u79c1\u305f\u3061\u3078\u306e\u5f71\u97ff<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#%E7%A7%81%E3%81%9F%E3%81%A1%E3%81%B8%E3%81%AE%E5%BD%B1%E9%9F%BF\" >\u79c1\u305f\u3061\u3078\u306e\u5f71\u97ff<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/xn--n9j0id2bza2ad0cz346czb5b.com\/blog\/ai-scaling-paradox\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB%EF%BC%9AAI%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%82%92%E5%8F%96%E3%82%8A%E5%B7%BB%E3%81%8F%E7%86%B1%E7%8B%82\"><\/span>1. \u306f\u3058\u3081\u306b\uff1aAI\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u53d6\u308a\u5dfb\u304f\u71b1\u72c2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8fd1\u5e74\u3001AI\u6280\u8853\u306e\u9032\u6b69\u306f\u307e\u3055\u306b\u201c\u76ee\u899a\u307e\u3057\u3044\u201d\u3068\u3044\u308f\u308c\u308b\u6bb5\u968e\u306b\u7a81\u5165\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u4e2d\u5fc3\u3068\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6b21\u3005\u3068\u6210\u679c\u3092\u4e0a\u3052\u3001ChatGPT\u3084\u81ea\u52d5\u904b\u8ee2\u306a\u3069\u3001\u65e5\u5e38\u751f\u6d3b\u306e\u3042\u3089\u3086\u308b\u5834\u9762\u306b\u6d78\u900f\u3057\u306f\u3058\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u80cc\u666f\u306b\u306f\u3001<strong>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3068\u8a08\u7b97\u8cc7\u6e90\uff08compute\uff09\u306e\u6295\u5165<\/strong>\u306b\u3088\u308b\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u300d\u304c\u5927\u304d\u304f\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u306e\u306f\u3054\u5b58\u3058\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<p>\u8a00\u8a9e\u30e2\u30c7\u30eb\u3084\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3092\u201c\u5de8\u5927\u5316\u201d\u3059\u308c\u3070\u3059\u308b\u307b\u3069\u3001\u6027\u80fd\u304c\u3069\u3093\u3069\u3093\u5411\u4e0a\u3057\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u672c\u5f53\u306b\u3053\u306e\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u8def\u7dda\u300d\u306b\u306f\u4e00\u5207\u306e\u6b7b\u89d2\u304c\u306a\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u5b9f\u306f\u3001AI\u7814\u7a76\u306e\u4e2d\u6838\u3092\u62c5\u3046\u591a\u304f\u306e\u5c02\u9580\u5bb6\u305f\u3061\u304c**\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u300d<strong>\u3068\u3044\u3046\u8a00\u8449\u3092\u4f7f\u3044\u3001\u305d\u306e<\/strong>\u975e\u52b9\u7387\u6027<strong>\u3068<\/strong>\u5c06\u6765\u306e\u8ab2\u984c**\u3092\u6307\u6458\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u306e\u6b63\u4f53\u3092\u89e3\u8aac\u3057\u3001\u4eca\u5f8c\u306eAI\u958b\u767a\u306b\u3069\u3093\u306a\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u3082\u305f\u3089\u3059\u306e\u304b\u3001\u5177\u4f53\u4f8b\u3092\u4ea4\u3048\u3066\u5fb9\u5e95\u7684\u306b\u8aad\u307f\u89e3\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E3%83%91%E3%83%A9%E3%83%89%E3%83%83%E3%82%AF%E3%82%B9%E3%81%A8%E3%81%AF%EF%BC%9F%E6%A6%82%E8%A6%81%E3%81%A8%E6%9C%AC%E8%B3%AA\"><\/span>2. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u3068\u306f\uff1f\u6982\u8981\u3068\u672c\u8cea<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E3%83%91%E3%83%A9%E3%83%89%E3%83%83%E3%82%AF%E3%82%B9%E3%81%AE%E5%AE%9A%E7%BE%A9\"><\/span>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u306e\u5b9a\u7fa9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u300d\u3068\u306f\u3001<strong>\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3084\u83ab\u5927\u306a\u8a08\u7b97\u8cc7\u6e90\u3092\u6295\u5165\u3059\u308b\u3053\u3068\u3067AI\u6027\u80fd\u306f\u4e0a\u304c\u308b\u304c\u3001\u540c\u6642\u306b\u5fc5\u8981\u30ea\u30bd\u30fc\u30b9\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u81a8\u5f35\u3057\u3001\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u6025\u901f\u306b\u60aa\u5316\u3059\u308b<\/strong>\u3068\u3044\u3046\u30b8\u30ec\u30f3\u30de\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u6027\u80fd\u5411\u4e0a\u306f\u78ba\u304b\u306b\u5f97\u3089\u308c\u308b<\/strong><br \/>\n\u3057\u304b\u3057\u3001\u6027\u80fd\u5411\u4e0a\u7387\u304c\u5bfe\u6570\u7684\uff08log\u30b9\u30b1\u30fc\u30eb\uff09\u3060\u3063\u305f\u308a\u3001\u308f\u305a\u304b\u306a\u6027\u80fd\u5dee\u3092\u5f97\u308b\u305f\u3081\u306b\u83ab\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u8981\u3057\u305f\u308a\u3059\u308b\u3002<\/li>\n<li><strong>\u201c\u9650\u754c\u52b9\u7528\u9013\u6e1b\u201d\u304c\u9855\u8457<\/strong><br \/>\n\u201c\u6700\u521d\u306f\u201d\u5c0f\u3055\u306a\u30e2\u30c7\u30eb\u306e\u6bb5\u968e\u3067\u30ea\u30bd\u30fc\u30b9\u3092\u500d\u5897\u3059\u308c\u3070\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3082\u5927\u304d\u304f\u4f38\u3073\u308b\u304c\u3001\u30e2\u30c7\u30eb\u304c\u5de8\u5927\u5316\u3059\u308b\u306b\u3064\u308c\u3066\u300c\u5c11\u3057\u306e\u6027\u80fd\u30a2\u30c3\u30d7\u306b\u5929\u6587\u5b66\u7684\u306a\u30b3\u30b9\u30c8\u300d\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%9D%9E%E5%8A%B9%E7%8E%87%E3%81%A8%E3%83%96%E3%83%AC%E3%82%A4%E3%82%AF%E3%82%B9%E3%83%AB%E3%83%BC%E3%81%AE%E7%8B%AD%E9%96%93\"><\/span>\u975e\u52b9\u7387\u3068\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u306e\u72ed\u9593<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u901a\u5e38\u306e\u696d\u754c\u3084\u7814\u7a76\u5206\u91ce\u3067\u3042\u308c\u3070\u3001\u300c\u3053\u308c\u4ee5\u4e0a\u306f\u30b3\u30b9\u30d1\u304c\u5408\u308f\u306a\u3044\u300d\u3068\u5224\u65ad\u3057\u3066\u958b\u767a\u3092\u7e2e\u5c0f\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3057\u304b\u3057AI\u5206\u91ce\u3067\u306f\u3001**\u201c\u30d3\u30b8\u30cd\u30b9\u3067\u5f97\u3089\u308c\u308b\u6f5c\u5728\u7684\u30ea\u30bf\u30fc\u30f3\u201d**\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u305f\u3081\u3001\u975e\u52b9\u7387\u3092\u627f\u77e5\u3067\u306a\u304a\u6295\u5165\u304c\u52a0\u901f\u3057\u3066\u3044\u308b\u306e\u304c\u73fe\u72b6\u3067\u3059\u3002<\/p>\n<p>\u3053\u3053\u306b\u3053\u305d\u300c\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u300d\u306e\u672c\u8cea\u304c\u3042\u308b\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"3_%E5%85%B7%E4%BD%93%E4%BE%8B%E3%81%A7%E8%A6%8B%E3%82%8B%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AE%E7%8F%BE%E7%8A%B6\"><\/span>3. \u5177\u4f53\u4f8b\u3067\u898b\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u73fe\u72b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"3-1_GPT%E3%82%B7%E3%83%AA%E3%83%BC%E3%82%BA%E3%81%AE%E6%80%A5%E6%8B%A1%E5%A4%A7\"><\/span>3-1. GPT\u30b7\u30ea\u30fc\u30ba\u306e\u6025\u62e1\u5927<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"GPT-2_%E2%86%92_GPT-3_%E2%86%92_GPT-4\"><\/span>GPT-2 \u2192 GPT-3 \u2192 GPT-4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>OpenAI\u304c\u516c\u958b\u3059\u308bGPT\u30b7\u30ea\u30fc\u30ba\u306f\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u8c61\u5fb4\u7684\u306a\u4f8b\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>GPT-2<\/strong>\uff1a1.5\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/li>\n<li><strong>GPT-3<\/strong>\uff1a1,750\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/li>\n<li><strong>GPT-4<\/strong>\uff1a\u975e\u516c\u958b\u306a\u304c\u3089\u3055\u3089\u306b\u5de8\u5927\u3068\u3055\u308c\u3001\u5c11\u306a\u304f\u3068\u3082GPT-3\u306e\u6570\u5341\u500d\u898f\u6a21\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u6295\u5165\u3055\u308c\u3066\u3044\u308b\u3068\u63a8\u6e2c<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u8a13\u7df4\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u524d\u3067\u306f\u8003\u3048\u3089\u308c\u306a\u3044\u307b\u3069\u5927\u898f\u6a21\u306a\u30af\u30e9\u30a6\u30c9GPU\u3084TPU\u3001\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPT-3\u304b\u3089GPT-4\u306b\u81f3\u308b\u98db\u8e8d\u7684\u6027\u80fd\u5411\u4e0a\u306e\u88cf\u5074\u3067\u3001**\u201c\u5c11\u3057\u306e\u6027\u80fd\u30a2\u30c3\u30d7\u306e\u305f\u3081\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u6570\u5341\u500d\u6295\u5165\u3059\u308b\u201d**\u3068\u3044\u3046\u69cb\u56f3\u304c\u7e70\u308a\u5e83\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3-2_AlphaGo%E3%81%8B%E3%82%89AlphaZero%E3%81%B8%E3%81%AE%E9%80%B2%E5%8C%96\"><\/span>3-2. AlphaGo\u304b\u3089AlphaZero\u3078\u306e\u9032\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u56f2\u7881AI\u3068\u3057\u3066\u4e00\u8e8d\u6ce8\u76ee\u3055\u308c\u305f<strong>AlphaGo<\/strong>\u306f\u3001\u3055\u3089\u306b\u30c1\u30a7\u30b9\u3084\u5c06\u68cb\u3082\u30d7\u30ec\u30a4\u3067\u304d\u308b\u6c4e\u7528AI\u3067\u3042\u308b<strong>AlphaZero<\/strong>\u3078\u3068\u9032\u5316\u3092\u9042\u3052\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3053\u3067\u3082\u3001<strong>\u5927\u898f\u6a21\u306a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u8a08\u7b97\u8cc7\u6e90\u306e\u6295\u5165<\/strong>\u304c\u6027\u80fd\u5411\u4e0a\u306e\u30ab\u30ae\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>AlphaGo<\/strong>\uff1a\u4eba\u9593\u306e\u68cb\u8b5c\uff08\u6559\u5e2b\u30c7\u30fc\u30bf\uff09\u3092\u5b66\u7fd2<\/li>\n<li><strong>AlphaZero<\/strong>\uff1a\u81ea\u3089\u5bfe\u5c40\u3057\u3001\u81ea\u5df1\u5bfe\u6226\u306e\u7d50\u679c\u304b\u3089\u5b66\u7fd2<\/li>\n<\/ul>\n<p>AlphaZero\u304c\u5727\u5012\u7684\u306a\u5f37\u3055\u3092\u767a\u63ee\u3057\u305f\u80cc\u666f\u306b\u3082\u3001<strong>\u81a8\u5927\u306a\u6f14\u7b97\u30ea\u30bd\u30fc\u30b9<\/strong>\u3068\u81ea\u5df1\u5b66\u7fd2\u3092\u4f55\u5ea6\u3082\u7e70\u308a\u8fd4\u3059\u201c\u91cf\u7684\u62e1\u5927\u201d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u307e\u305f\u300c\u8a66\u884c\u56de\u6570\u3092\u83ab\u5927\u306b\u5897\u3084\u3059\u300d\u3053\u3068\u3067\u6210\u308a\u7acb\u3063\u3066\u304a\u308a\u3001\u30b3\u30b9\u30c8\u9762\u3067\u306f\u5f93\u6765\u306e\u7814\u7a76\u3068\u306f\u6bd4\u8f03\u306b\u306a\u3089\u306a\u3044\u30b9\u30b1\u30fc\u30eb\u611f\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_%E9%9D%9E%E5%8A%B9%E7%8E%87%E3%81%AE%E8%83%8C%E6%99%AF%EF%BC%9A%E3%81%AA%E3%81%9C%E5%B7%A8%E5%A4%A7%E5%8C%96%E3%81%AB%E9%A0%BC%E3%82%8B%E3%81%AE%E3%81%8B%EF%BC%9F\"><\/span>4. \u975e\u52b9\u7387\u306e\u80cc\u666f\uff1a\u306a\u305c\u5de8\u5927\u5316\u306b\u983c\u308b\u306e\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"4-1_%E2%80%9C%E5%8A%9B%E6%A5%AD%E2%80%9D%E3%81%A7%E3%82%82%E7%B5%90%E6%9E%9C%E3%81%8C%E5%87%BA%E3%82%84%E3%81%99%E3%81%84\"><\/span>4-1. \u201c\u529b\u696d\u201d\u3067\u3082\u7d50\u679c\u304c\u51fa\u3084\u3059\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u6210\u679c\u3092\u4e0a\u3052\u59cb\u3081\u305f2010\u5e74\u4ee3\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6027\u80fd\u306f\u307e\u3060**\u300c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6df1\u3055\u300d\u3084\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u300d\u306b\u5927\u304d\u304f\u4f9d\u5b58<strong>\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/strong><\/p>\n<p><strong>\u30b7\u30f3\u30d7\u30eb\u306b\u8a00\u3048\u3070\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5c64\u3092\u539a\u304f\u3057\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5897\u3084\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6295\u5165\u3059\u308c\u3070<\/strong>\u300c\u305d\u3053\u305d\u3053\u4f7f\u3048\u308b\u30e2\u30c7\u30eb\u300d**\u304c\u4f5c\u308c\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u7684\u306b\u306f\u300c\u8a2d\u8a08\u3092\u8907\u96d1\u5316\u3059\u308b\u3088\u308a\u3001\u3068\u306b\u304b\u304fGPU\u3092\u5897\u3084\u3057\u3066\u5b66\u7fd2\u56de\u6570\u3092\u5897\u3084\u3059\u307b\u3046\u304c\u65e9\u3044\u300d\u3068\u3044\u3046\u73fe\u5834\u306e\u58f0\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u7d50\u679c\u3001\u300c\u5927\u304d\u3044\u306f\u6b63\u7fa9\u300d\u7684\u306a\u6f6e\u6d41\u304c\u751f\u307e\u308c\u3001\u4eca\u306e\u201c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u8def\u7dda\u201d\u304c\u5f62\u4f5c\u3089\u308c\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4-2_%E8%A8%88%E7%AE%97%E8%B3%87%E6%BA%90%E3%81%AE%E9%80%B2%E5%8C%96\"><\/span>4-2. \u8a08\u7b97\u8cc7\u6e90\u306e\u9032\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>GPU\u306e\u9ad8\u6027\u80fd\u5316<\/strong><br \/>\nNVIDIA\u306a\u3069\u304c\u4e3b\u5c0e\u3059\u308bGPU\u306e\u9032\u5316\u306f\u5e74\u3005\u52a0\u901f\u3057\u3001\u5927\u91cf\u306e\u884c\u5217\u6f14\u7b97\u3092\u9ad8\u901f\u30fb\u4e26\u5217\u3067\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u53f0\u982d<\/strong><br \/>\nAWS\u3084Google Cloud\u306a\u3069\u3001\u4f01\u696d\u304c\u5927\u898f\u6a21GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5bb9\u6613\u306b\u5229\u7528\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u5099\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30a4\u30f3\u30d5\u30e9\u767a\u5c55\u304c\u3001\u300c\u3068\u306b\u304b\u304f\u30ac\u30f3\u30ac\u30f3\u56de\u3057\u3066\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3055\u305b\u308b\u300d\u30b9\u30bf\u30a4\u30eb\u3092\u5f8c\u62bc\u3057\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4-3_%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%BD%A4%E6%B2%A2%E3%81%95\"><\/span>4-3. \u30c7\u30fc\u30bf\u306e\u6f64\u6ca2\u3055<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306b\u306f\u30c6\u30ad\u30b9\u30c8\u3084\u753b\u50cf\u3001\u52d5\u753b\u306a\u3069\u81a8\u5927\u306a\u60c5\u5831\u304c\u5b58\u5728\u3057\u3001\u30c7\u30fc\u30bf\u3092\u304b\u304d\u96c6\u3081\u308b\u3053\u3068\u81ea\u4f53\u306f\u6bd4\u8f03\u7684\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u300c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6642\u4ee3\u300d\u3060\u304b\u3089\u3053\u305d\u3001<strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u73fe\u5b9f\u7684\u306b\u306a\u3063\u305f<\/strong>\u3068\u3082\u3044\u3048\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_%E3%81%9D%E3%82%8C%E3%81%A7%E3%82%82%E5%A4%A7%E8%A6%8F%E6%A8%A1%E5%8C%96%E3%81%8C%E9%80%B2%E3%82%80%E7%90%86%E7%94%B1%E3%81%A8%E7%B5%8C%E6%B8%88%E7%9A%84%E3%82%A4%E3%83%B3%E3%82%BB%E3%83%B3%E3%83%86%E3%82%A3%E3%83%96\"><\/span>5. \u305d\u308c\u3067\u3082\u5927\u898f\u6a21\u5316\u304c\u9032\u3080\u7406\u7531\u3068\u7d4c\u6e08\u7684\u30a4\u30f3\u30bb\u30f3\u30c6\u30a3\u30d6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"5-1_%E6%8A%95%E8%B3%87%E3%82%B3%E3%82%B9%E3%83%88%E3%81%A8%E3%83%AA%E3%82%BF%E3%83%BC%E3%83%B3%E3%81%AE%E3%83%90%E3%83%A9%E3%83%B3%E3%82%B9\"><\/span>5-1. \u6295\u8cc7\u30b3\u30b9\u30c8\u3068\u30ea\u30bf\u30fc\u30f3\u306e\u30d0\u30e9\u30f3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u304c\u5b9f\u73fe\u3059\u308b\u53ef\u80fd\u6027\u306b\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5927\u304d\u306a\u30ea\u30bf\u30fc\u30f3\u304c\u898b\u8fbc\u307e\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4eba\u7684\u30b3\u30b9\u30c8\u306e\u5927\u5e45\u524a\u6e1b<\/strong><br \/>\n\u4e8b\u52d9\u4f5c\u696d\u3084\u7ffb\u8a33\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u3092AI\u304c\u4ee3\u66ff\u3059\u308b\u3053\u3068\u3067\u3001\u4eba\u4ef6\u8cbb\u3092\u524a\u6e1b\u3067\u304d\u308b\u3002<\/li>\n<li><strong>\u751f\u7523\u6027\u306e\u5287\u7684\u5411\u4e0a<\/strong><br \/>\nAI\u304c\u81ea\u52d5\u3067\u6587\u7ae0\u4f5c\u6210\u3084\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3092\u884c\u3044\u3001\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u3084\u30d3\u30b8\u30cd\u30b9\u5224\u65ad\u306e\u8cea\u304c\u5411\u4e0a\u3059\u308b\u3002<\/li>\n<li><strong>\u65b0\u3057\u3044\u5e02\u5834\u5275\u51fa<\/strong><br \/>\n\u9ad8\u5ea6\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u305f\u65b0\u30b5\u30fc\u30d3\u30b9\uff08\u30b3\u30fc\u30c9\u751f\u6210\u3001\u5275\u9020\u7684\u30a2\u30a4\u30c7\u30a2\u63d0\u6848\u306a\u3069\uff09\u304c\u7d9a\u3005\u3068\u8a95\u751f\u3059\u308b\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u7d4c\u6e08\u7684\u30a4\u30f3\u30d1\u30af\u30c8\u306f\u3001\u6295\u8cc7\u30b3\u30b9\u30c8\u3092\u4e00\u6c17\u306b\u56de\u53ce\u3067\u304d\u308b\u307b\u3069\u306e\u83ab\u5927\u306a\u4fa1\u5024\u3092\u751f\u307f\u51fa\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3060\u304b\u3089\u3053\u305d\u3001<strong>\u6307\u6570\u95a2\u6570\u7684\u306b\u30ea\u30bd\u30fc\u30b9\u304c\u5897\u3048\u3066\u3082\u300c\u3044\u3051\u308b\uff01\u300d\u3068\u5224\u65ad\u3059\u308b\u4f01\u696d<\/strong>\u304c\u5f8c\u3092\u7d76\u305f\u306a\u3044\u306e\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5-2_%E2%80%9C%E5%8B%9D%E8%80%85%E7%B7%8F%E5%8F%96%E3%82%8A%E2%80%9D%E3%81%AE%E5%B8%82%E5%A0%B4%E6%A7%8B%E9%80%A0\"><\/span>5-2. \u201c\u52dd\u8005\u7dcf\u53d6\u308a\u201d\u306e\u5e02\u5834\u69cb\u9020<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u3057\u3070\u3057\u3070**\u201c\u52dd\u8005\u7dcf\u53d6\u308a\u201d**\u306e\u69cb\u9020\u3092\u751f\u307f\u51fa\u3057\u304c\u3061\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u5de8\u5927\u30e2\u30c7\u30eb\u3092\u5148\u306b\u958b\u767a\u3057\u5e02\u5834\u3092\u72ec\u5360\u3057\u305f\u4f01\u696d\u306f\u3001\u305d\u306e\u512a\u4f4d\u6027\u304b\u3089\u3088\u308a\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001\u30e2\u30c7\u30eb\u3092\u3055\u3089\u306b\u6539\u5584\u3057\u3001\u4ed6\u793e\u3092\u5bc4\u305b\u4ed8\u3051\u306a\u3044\u5800\u3092\u7bc9\u3051\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u00d7OpenAI\u306e\u63d0\u643a<\/strong><br \/>\nGPT\u30e2\u30c7\u30eb\u306e\u5927\u898f\u6a21\u5316\u3092\u652f\u3048\u308b\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\uff08Azure\uff09\u3068\u3001\u8cc7\u91d1\u529b\u306e\u76f8\u4e57\u52b9\u679c\u3067\u4ed6\u793e\u3092\u30ea\u30fc\u30c9\u3002<\/li>\n<li><strong>Google\u306e\u5bfe\u6297\u7b56<\/strong><br \/>\nGoogle\u3082PaLM\u306a\u3069\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3001Bard\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u5fdc\u7528\u3057\u3066\u5dfb\u304d\u8fd4\u3057\u3092\u56f3\u3063\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n<p>\u3053\u3046\u3057\u305f\u300c\u5148\u884c\u9003\u3052\u5207\u308a\u300d\u30e1\u30f3\u30bf\u30ea\u30c6\u30a3\u304c\u3001\u3055\u3089\u306b\u81a8\u5927\u306a\u30ea\u30bd\u30fc\u30b9\u6295\u4e0b\u3092\u52a0\u901f\u3055\u305b\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"6_%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E2%80%9C%E6%AC%A1%E3%81%AE%E3%83%96%E3%83%AC%E3%82%A4%E3%82%AF%E3%82%B9%E3%83%AB%E3%83%BC%E2%80%9D%E3%81%AF%E3%81%82%E3%82%8B%EF%BC%9F\"><\/span>6. \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u8d85\u3048\u308b\u201c\u6b21\u306e\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u201d\u306f\u3042\u308b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"6-1_%E4%BA%BA%E9%96%93%E3%81%AE%E8%84%B3%E3%81%A8%E3%81%AE%E6%AF%94%E8%BC%83\"><\/span>6-1. \u4eba\u9593\u306e\u8133\u3068\u306e\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eba\u9593\u306e\u8133\u306f\u3001\u304a\u3088\u305d<strong>10^14\u301c10^15\u56de<\/strong>\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u767a\u706b\u304c\u4e00\u751f\u3067\u8d77\u304d\u308b\u3068\u3082\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u79c1\u305f\u3061\u306f\u201c\u5c0f\u3055\u3044\u3053\u308d\u306e\u4f53\u9a13\u3084\u5b66\u6821\u6559\u80b2\u3001\u65e5\u5e38\u306e\u8a66\u884c\u932f\u8aa4\u201d\u3060\u3051\u3067\u9ad8\u5ea6\u306a\u77e5\u80fd\u3092\u7372\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u6bd4\u985e\u306a\u304d\u52b9\u7387\u306e\u826f\u3055<\/strong>\uff1a\u81a8\u5927\u306a\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u30c7\u30fc\u30bf\u3092\u4f7f\u308f\u306a\u3044\u306e\u306b\u3001\u67d4\u8edf\u306a\u601d\u8003\u3084\u63a8\u8ad6\u304c\u3067\u304d\u308b\u3002<\/li>\n<li><strong>\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387<\/strong>\uff1a\u4eba\u9593\u306e\u8133\u306f\u7d0420W\u7a0b\u5ea6\u306e\u6d88\u8cbb\u96fb\u529b\u3067\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3068\u8a00\u308f\u308c\u3001\u3053\u308c\u306fGPU\u30d5\u30a1\u30fc\u30e0\u3068\u306f\u6841\u9055\u3044\u306e\u7701\u30a8\u30cd\u3002<\/li>\n<\/ul>\n<p>\u3053\u3046\u3057\u305f\u4e8b\u5b9f\u304c\u793a\u3059\u3088\u3046\u306b\u3001\u300c\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u4f9d\u5b58\u300d\u4ee5\u5916\u306e\u65b9\u6cd5\u3067\u201c\u77e5\u80fd\u201d\u3092\u7372\u5f97\u3067\u304d\u308b\u53ef\u80fd\u6027\u306f\u5341\u5206\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3082\u3057\u3053\u308c\u306b\u8fd1\u3044<strong>\u98db\u3073\u9053\u5177\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\u304c\u898b\u3064\u304b\u308c\u3070\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\u3092\u4e00\u6c17\u306b\u89e3\u6d88\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6-2_%E8%87%AA%E5%B7%B1%E6%94%B9%E8%89%AF%EF%BC%88Self-improvement%EF%BC%89%E3%81%AE%E5%8F%AF%E8%83%BD%E6%80%A7\"><\/span>6-2. \u81ea\u5df1\u6539\u826f\uff08Self-improvement\uff09\u306e\u53ef\u80fd\u6027<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u304c\u81ea\u3089\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6539\u5584\u3084\u52b9\u7387\u5316\u3092\u898b\u3064\u3051\u308b\u300c\u81ea\u5df1\u6539\u826f\u300d\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u7a81\u5165\u3059\u308c\u3070\u3001<strong>\u4eba\u9593\u306e\u7814\u7a76\u8005\u304c\u3044\u3061\u3044\u3061\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981<\/strong>\u304c\u6e1b\u308a\u3001\u6027\u80fd\u5411\u4e0a\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u7206\u767a\u7684\u306b\u4e0a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u73fe\u72b6\u306e\u4e00\u4f8b<\/strong>\uff1aAutoML\uff08\u81ea\u52d5\u6a5f\u68b0\u5b66\u7fd2\uff09\u3084Neural Architecture Search\u306a\u3069\u3001AI\u81ea\u8eab\u304c\u30e2\u30c7\u30eb\u69cb\u9020\u3092\u63a2\u7d22\u3059\u308b\u53d6\u308a\u7d44\u307f\u306f\u3059\u3067\u306b\u9032\u884c\u4e2d\u3002<\/li>\n<li><strong>\u30b7\u30f3\u30ae\u30e5\u30e9\u30ea\u30c6\u30a3\u3078\u306e\u671f\u5f85\u3068\u61f8\u5ff5<\/strong>\uff1aAI\u304c\u3055\u3089\u306b\u5f37\u529b\u306b\u306a\u308a\u3001\u6539\u826f\u30b5\u30a4\u30af\u30eb\u3092\u4eba\u9593\u306e\u5236\u5fa1\u3092\u96e2\u308c\u3066\u56de\u305b\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u3001\u3069\u3093\u306a\u793e\u4f1a\u5909\u9769\u304c\u8d77\u304d\u308b\u306e\u304b\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"6-3_%E7%89%A9%E7%90%86%E7%9A%84%E5%88%B6%E7%B4%84%E3%81%A8%E3%81%AE%E3%81%9B%E3%82%81%E3%81%8E%E5%90%88%E3%81%84\"><\/span>6-3. \u7269\u7406\u7684\u5236\u7d04\u3068\u306e\u305b\u3081\u304e\u5408\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e00\u65b9\u3067\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u7121\u5236\u9650\u306b\u4f7f\u3044\u7d9a\u3051\u308b\u3053\u3068\u306f\u7269\u7406\u7684\u306b\u3082\u793e\u4f1a\u7684\u306b\u3082\u96e3\u3057\u3044\u3068\u3044\u3046\u610f\u898b\u3082\u5f37\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u96fb\u529b\u9700\u8981\u30fbCO2\u6392\u51fa<\/strong>\uff1a\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306f\u5927\u91cf\u306e\u96fb\u529b\u3092\u6d88\u8cbb\u3057\u3001\u74b0\u5883\u3078\u306e\u5f71\u97ff\u3082\u61f8\u5ff5\u3055\u308c\u308b\u3002<\/li>\n<li><strong>\u534a\u5c0e\u4f53\u306e\u88fd\u9020\u9650\u754c<\/strong>\uff1a\u5fae\u7d30\u5316\u306e\u30da\u30fc\u30b9\u304c\u7269\u7406\u7684\u306a\u58c1\u306b\u8fd1\u3065\u3044\u3066\u3044\u308b\u3002<\/li>\n<li><strong>\u30c1\u30c3\u30d7\u4f9b\u7d66\u306e\u5730\u653f\u5b66\u7684\u30ea\u30b9\u30af<\/strong>\uff1a\u9ad8\u6027\u80fd\u30c1\u30c3\u30d7\u306e\u4f9b\u7d66\u5143\u304c\u9650\u3089\u308c\u3066\u304a\u308a\u3001\u6280\u8853\u8987\u6a29\u3084\u5b89\u5168\u4fdd\u969c\u306e\u554f\u984c\u3082\u7d61\u3080\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u4e00\u8fba\u5012\u3067\u306f\u3044\u305a\u308c\u884c\u304d\u8a70\u307e\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"7_%E3%81%BE%E3%81%A8%E3%82%81%EF%BC%9AAI%E9%96%8B%E7%99%BA%E3%81%AE%E3%81%93%E3%82%8C%E3%81%8B%E3%82%89%E3%81%A8%E7%A7%81%E3%81%9F%E3%81%A1%E3%81%B8%E3%81%AE%E5%BD%B1%E9%9F%BF\"><\/span>7. \u307e\u3068\u3081\uff1aAI\u958b\u767a\u306e\u3053\u308c\u304b\u3089\u3068\u79c1\u305f\u3061\u3078\u306e\u5f71\u97ff<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u30d1\u30e9\u30c9\u30c3\u30af\u30b9\uff1a\u975e\u52b9\u7387\u3068\u5de8\u5927\u306a\u30ea\u30bf\u30fc\u30f3\u306e\u540c\u5c45<\/strong><br \/>\n\u30e2\u30c7\u30eb\u898f\u6a21\u3092\u62e1\u5927\u3059\u308c\u3070\u78ba\u304b\u306b\u6027\u80fd\u306f\u4e0a\u304c\u308b\u3082\u306e\u306e\u3001\u6307\u6570\u7684\u30ea\u30bd\u30fc\u30b9\u5897\u304c\u5fc5\u8981\u306a\u975e\u52b9\u7387\u306a\u624b\u6cd5\u3002<br \/>\n\u3057\u304b\u3057\u3001\u305d\u306e\u5148\u306b\u3042\u308b\u7d4c\u6e08\u7684\u30a4\u30f3\u30d1\u30af\u30c8\u3084\u5e02\u5834\u72ec\u5360\u306e\u53ef\u80fd\u6027\u304c\u3042\u307e\u308a\u306b\u3082\u5927\u304d\u3044\u305f\u3081\u3001\u5404\u793e\u306f\u6b62\u307e\u3089\u305a\u306b\u6295\u8cc7\u3092\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u201c\u6b21\u306e\u4e00\u624b\u201d\u3068\u3057\u3066\u306e\u81ea\u5df1\u6539\u826f\u30fb\u65b0\u3057\u3044\u5b66\u7fd2\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><br \/>\n\u4eba\u9593\u306e\u8133\u3092\u53c2\u8003\u306b\u3057\u305f\u7701\u30c7\u30fc\u30bf\u5b66\u7fd2\u3084\u3001AI\u81ea\u8eab\u304c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6700\u9069\u5316\u3059\u308b\u81ea\u5df1\u6539\u826f\u306f\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u306f\u7570\u306a\u308b\u30d6\u30ec\u30a4\u30af\u30b9\u30eb\u30fc\u306e\u9375\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u7269\u7406\u7684\u5236\u7d04\u30fb\u793e\u4f1a\u7684\u5236\u7d04\u3078\u306e\u76ee\u914d\u308a\u304c\u5fc5\u8981<\/strong><br \/>\n\u74b0\u5883\u8ca0\u8377\u3084\u534a\u5c0e\u4f53\u88fd\u9020\u306e\u554f\u984c\u3001\u30c1\u30c3\u30d7\u306e\u4f9b\u7d66\u30ea\u30b9\u30af\u306a\u3069\u3001\u7121\u5236\u9650\u306b\u62e1\u5927\u3059\u308b\u306b\u306f\u30af\u30ea\u30a2\u3059\u3079\u304d\u30cf\u30fc\u30c9\u30eb\u304c\u5c71\u7a4d\u307f\u3067\u3059\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E7%A7%81%E3%81%9F%E3%81%A1%E3%81%B8%E3%81%AE%E5%BD%B1%E9%9F%BF\"><\/span>\u79c1\u305f\u3061\u3078\u306e\u5f71\u97ff<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306f\u4eca\u5f8c\u3082\u9032\u3093\u3067\u3044\u304f\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u3001\u751f\u6d3b\u3084\u4ed5\u4e8b\u306e\u3042\u3089\u3086\u308b\u30b7\u30fc\u30f3\u3067\u201c\u8ce2\u3044AI\u30b5\u30fc\u30d3\u30b9\u201d\u304c\u6ea2\u308c\u3066\u304f\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u305d\u306e\u4e00\u65b9\u3067\u3001<strong>\u9650\u754c\u3092\u8d85\u3048\u305f\u5148\u3067\u4f55\u304c\u8d77\u304d\u308b\u304b<\/strong>\u3068\u3044\u3046\u306e\u306f\u307e\u3060\u672a\u77e5\u6570\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u5c31\u52b4\u74b0\u5883\u306e\u5909\u5316<\/strong>\uff1a\u5358\u7d14\u4f5c\u696d\u3084\u4e8b\u52d9\u4f5c\u696d\u306e\u591a\u304f\u306fAI\u304c\u4ee3\u66ff\u3057\u3001\u4eba\u9593\u306b\u6c42\u3081\u3089\u308c\u308b\u4ed5\u4e8b\u304c\u30b7\u30d5\u30c8\u3057\u3066\u3044\u304f\u3002<\/li>\n<li><strong>\u65b0\u30d3\u30b8\u30cd\u30b9\u306e\u5275\u51fa<\/strong>\uff1a\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3092\u6d3b\u304b\u3057\u305fSaaS\u3084\u30a2\u30d7\u30ea\u304c\u65b0\u305f\u306a\u5e02\u5834\u3092\u3064\u304f\u308b\u3002<\/li>\n<li><strong>\u502b\u7406\u3084\u5b89\u5168\u6027\u306e\u8b70\u8ad6<\/strong>\uff1a\u3042\u307e\u308a\u306b\u5f37\u529b\u306aAI\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u5229\u7528\u898f\u5236\u3068\u3044\u3063\u305f\u554f\u984c\u3082\u540c\u6642\u306b\u30af\u30ed\u30fc\u30ba\u30a2\u30c3\u30d7\u3055\u308c\u308b\u3002<\/li>\n<\/ul>\n<p>\u4eca\u5f8c\u306eAI\u958b\u767a\u306f\u3001**\u300c\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u5148\u3092\u3069\u3046\u5207\u308a\u62d3\u304f\u304b\uff1f\u300d**\u304c\u6700\u5927\u306e\u7126\u70b9\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span 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