{"id":3892,"date":"2024-04-10T17:10:00","date_gmt":"2024-04-10T09:10:00","guid":{"rendered":"https:\/\/seo.tenten.co\/en\/?p=3892"},"modified":"2024-04-10T17:17:38","modified_gmt":"2024-04-10T09:17:38","slug":"roadmap-to-learn-ai-in-2024","status":"publish","type":"post","link":"https:\/\/seo.tenten.co\/ja\/ai-seo\/2024\u5e74\u306bai\u3092\u5b66\u3076\u305f\u3081\u306e\u30ed\u30fc\u30c9\u30de\u30c3\u30d7\/","title":{"rendered":"2024\u5e74\u306bAI\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u305f\u3081\u306e\u6226\u7565"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/802497e3-5b63-4bba-b789-4f314f502cfc\/0_1.webp\" alt=\"\" \/><br \/>\n\u3067\u306f\u3001\u3042\u306a\u305f\u306e\u76ee\u6a19\u306f AI \u7814\u7a76\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3059\u304b? \u3057\u304b\u3057\u3001\u3069\u3053\u304b\u3089\u3069\u306e\u3088\u3046\u306b\u59cb\u3081\u308c\u3070\u3088\u3044\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u304b?<\/p>\n<p>2020\u5e74\u306b\u79c1\u306f\u3001 <a href=\"https:\/\/towardsdatascience.com\/top-20-free-data-science-ml-and-ai-moocs-on-the-internet-4036bd0aac12\">\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u53d7\u8b1b\u53ef\u80fd\u306a\u7121\u6599\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001ML\u3001AI MOOC \u30c8\u30c3\u30d7 20<\/a>\u3057\u304b\u3057\u3001\u79c1\u306f\u3001\u591a\u6570\u306e\u30b3\u30fc\u30b9\u3092\u53d7\u8b1b\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u52b9\u679c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u306a\u3044\u3053\u3068\u306b\u6c17\u3065\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u7d42\u308f\u308a\u306e\u306a\u3044\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30b5\u30a4\u30af\u30eb\u304b\u3089\u629c\u3051\u51fa\u3057\u3001\u672c\u5f53\u306b\u5c02\u9580\u77e5\u8b58\u3092\u8eab\u306b\u4ed8\u3051\u308b\u306b\u306f\u3001\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u53d6\u308a\u7d44\u307f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u3057\u3001\u7814\u7a76\u8ad6\u6587\u3092\u5b9f\u88c5\u3057\u3001\u9b45\u529b\u7684\u306a AI \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3093\u3067\u73fe\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u4f5c\u54c1\u306f\u3001 <strong>\u7121\u6599<\/strong> \u3053\u306e\u7406\u5ff5\u306b\u6cbf\u3063\u305f\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3002\u79c1\u306f\u3053\u308c\u3089\u306e\u30b3\u30fc\u30b9\u306e\u3044\u304f\u3064\u304b\u3092\u7a4d\u6975\u7684\u306b\u53d7\u8b1b\u3057\u3066\u3044\u308b\u306e\u3067\u3001 <a href=\"https:\/\/www.bneo.xyz\/contact\"><strong>\u9023\u7d61\u3059\u308b<\/strong><\/a> \u306e\u4e0a <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u30c4\u30a4\u30c3\u30bf\u30fc<\/strong><\/a> \u307e\u305f\u306f <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3<\/strong><\/a> \u79c1\u3068\u4e00\u7dd2\u306b\u5b66\u3073\u305f\u3044\u306a\u3089\uff01<\/p>\n<p>\u307e\u305f\u3001\u629c\u3051\u6f0f\u308c\u3092\u898b\u3064\u3051\u305f\u5834\u5408\u306f\u30b3\u30e1\u30f3\u30c8\u3092\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u8a73\u7d30\u306b\u5165\u308b\u524d\u306b\u3001\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306b\u95a2\u3057\u3066\u8003\u616e\u3059\u3079\u304d\u7279\u5b9a\u306e\u6d1e\u5bdf\u3068\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h1><a id=\"top-down-approach\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u304b\u3089\u59cb\u3081\u308b<\/h1>\n<p>\u3053\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306f\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002 <strong>\u6700\u521d\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u305d\u306e\u5f8c\u7406\u8ad6\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b<\/strong>.<\/p>\n<p>\u79c1\u306f <strong>\u5fc5\u8981\u306b\u8feb\u3089\u308c\u3066\u5b66\u3076<\/strong>\u5bfe\u51e6\u3059\u3079\u304d\u554f\u984c\u3001\u8003\u6848\u3059\u3079\u304d\u89e3\u6c7a\u7b56\u3001\u69cb\u7bc9\u3059\u3079\u304d\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304c\u3042\u308b\u3068\u304d\u306f\u3044\u3064\u3067\u3082\u3001\u79c1\u306f\u91cd\u8981\u306a\u60c5\u5831\u3092\u5fb9\u5e95\u7684\u306b\u691c\u7d22\u3057\u3001\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u57fa\u3065\u3044\u3066\u884c\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u79c1\u306e\u91ce\u671b\u306f <a href=\"https:\/\/www.latent.space\/p\/ai-engineer\">AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/a> \u57fa\u790e\u30ec\u30d9\u30eb\u3067 LLM \u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u3053\u3068\u3002\u3053\u308c\u306b\u306f\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u4e00\u304b\u3089\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3001GPU \u4e0a\u3067 LLM \u3092\u5fae\u8abf\u6574\u3059\u308b\u80fd\u529b\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u73fe\u5728\u3001\u77e5\u8b58\u306e\u30ae\u30e3\u30c3\u30d7\u306b\u3088\u308a\u3053\u306e\u80fd\u529b\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u3092\u57cb\u3081\u308b\u6c7a\u610f\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u306f\u4e3b\u306bNLP\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u3084\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u4ed6\u306eAI\u306e\u5c02\u9580\u5206\u91ce\u306b\u8208\u5473\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u6b8b\u3059\u304b\u3001\u76f4\u63a5\u79c1\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u3063\u3066\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/twitter.com\/benxneo\/\"><strong>\u30c4\u30a4\u30c3\u30bf\u30fc<\/strong><\/a> \u307e\u305f\u306f <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\u30ea\u30f3\u30af\u30c8\u30a4\u30f3<\/strong><\/a>\u3044\u304f\u3064\u304b\u63a8\u5968\u30ea\u30bd\u30fc\u30b9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u5927\u91cf\u306e\u30ea\u30f3\u30af\u3092\u3042\u306a\u305f\u306b\u62bc\u3057\u4ed8\u3051\u308b\u524d\u306b\u3001\u8ab0\u304b\u304c\u5f37\u8abf\u3057\u3066\u307b\u3057\u304b\u3063\u305f <strong>2\u3064\u306e\u91cd\u8981\u306a\u5074\u9762<\/strong> \u5b66\u7fd2\u306e\u65c5\u306b\u51fa\u308b\u524d\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u3067\u3057\u305f\u3002<\/p>\n<h1><a id=\"learn-in-public\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d1\u30d6\u30ea\u30c3\u30af\u30c9\u30e1\u30a4\u30f3\u3067\u306e\u6559\u80b2<\/h1>\n<p>\u77e5\u8b58\u306e\u9818\u57df\u306f\u5e83\u5927\u3067\u3042\u308a\u3001\u7279\u306b\u753b\u671f\u7684\u306a\u7814\u7a76\u3084\u6982\u5ff5\u304c\u6bce\u9031\u306e\u3088\u3046\u306b\u751f\u307e\u308c\u308b AI \u306e\u5206\u91ce\u3067\u306f\u3001\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p>\u6700\u3082\u91cd\u5927\u306a\u9593\u9055\u3044\u306f\u3001\u5b66\u7fd2\u3092\u79c1\u7684\u306a\u9818\u57df\u306b\u9650\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u6210\u9577\u306e\u6a5f\u4f1a\u304c\u5236\u9650\u3055\u308c\u307e\u3059\u3002\u5358\u306b\u30bf\u30b9\u30af\u3092\u5b8c\u4e86\u3059\u308b\u3060\u3051\u3067\u306f\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u3088\u308a\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u60c5\u5831\u3092\u5438\u53ce\u3057\u3001\u305d\u308c\u3092\u666e\u53ca\u3059\u308b\u305f\u3081\u306e\u77e5\u8b58\u306b\u5909\u63db\u3057\u3001\u305d\u306e\u77e5\u8b58\u306b\u57fa\u3065\u3044\u3066\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3084\u30a2\u30a4\u30c7\u30a2\u3092\u601d\u3044\u3064\u304f\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u3057\u305f\u304c\u3063\u3066\u3001 <a href=\"https:\/\/www.swyx.io\/learn-in-public\"><strong>\u516c\u5171\u306e\u5834\u3067\u6559\u80b2\u3059\u308b<\/strong><\/a>.<\/p>\n<p>\u3053\u308c\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30d6\u30ed\u30b0\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u4f5c\u6210<\/li>\n<li>\u30cf\u30c3\u30ab\u30bd\u30f3\u306b\u53c2\u52a0\u3057\u3001\u4ef2\u9593\u3068\u5354\u529b\u3059\u308b<\/li>\n<li>Discord\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u8cea\u554f\u3057\u305f\u308a\u3001\u8cea\u554f\u306b\u56de\u7b54\u3057\u305f\u308a\u3059\u308b<\/li>\n<li>\u500b\u4eba\u7684\u306a\u8208\u5473\u306b\u57fa\u3065\u304f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u7740\u624b\u3059\u308b<\/li>\n<li>Twitter\u3067\u65b0\u305f\u306a\u767a\u898b\u3092\u5171\u6709\u3059\u308b<\/li>\n<\/ul>\n<p>\u3055\u3089\u306bTwitter\u306b\u95a2\u3057\u3066\u306f\u3001<\/p>\n<h1><a id=\"use-twitter\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>Twitter\u3092\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b<\/h1>\n<p>Twitter \u306f\u3001\u52b9\u679c\u7684\u306b\u3001\u9069\u5207\u306a\u30e6\u30fc\u30b6\u30fc\u306b\u5408\u308f\u305b\u3066\u4f7f\u7528\u3059\u308c\u3070\u3001\u73fe\u4ee3\u3067\u6700\u3082\u4fa1\u5024\u306e\u3042\u308b\u30bd\u30fc\u30b7\u30e3\u30eb \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308b\u3053\u3068\u304c\u8a3c\u660e\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u8ab0\u3092\u30d5\u30a9\u30ed\u30fc\u3059\u308b\u304b<\/strong>? \u53b3\u9078\u3055\u308c\u305f <a href=\"https:\/\/twitter.com\/i\/lists\/1539497752140206080?s=20\">Suhail\u306b\u3088\u308bAI\u30ea\u30b9\u30c8<\/a>.<\/p>\n<p><strong>Twitter\u306e\u6d3b\u7528<\/strong>? \u30cb\u30a2\u306e\u30ac\u30a4\u30c9\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044 <a href=\"https:\/\/near.blog\/how-to-twitter-successfully\/?curius=1935\">\u52b9\u679c\u7684\u306aTwitter\u306e\u5b9f\u8df5<\/a>.<\/p>\n<p>Twitter\u3067\u500b\u4eba\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3057\u307e\u3057\u3087\u3046\u3002\u8aa0\u5b9f\u306b\u3001\u7c21\u6f54\u306b\u3001\u305d\u3057\u3066\u660e\u78ba\u306b\u3042\u306a\u305f\u306e\u8981\u671b\u3092\u4f1d\u3048\u307e\u3057\u3087\u3046\u3002 <a href=\"https:\/\/sriramk.com\/coldemail\/\">\u30b3\u30fc\u30eb\u30c9\u30e1\u30fc\u30eb\u306e\u4f5c\u6210<\/a> Sriram Krishnan \u306b\u3088\u308b\u3053\u306e\u65b9\u6cd5\u306f\u30c0\u30a4\u30ec\u30af\u30c8\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u3082\u9069\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u30c4\u30a4\u30fc\u30c8\u306e\u69cb\u6210\uff1f<\/strong> \u53c2\u7167\u3059\u308b <a href=\"https:\/\/jxnl.github.io\/blog\/writing\/2024\/01\/11\/anatomy-of-a-tweet\/#hook\">\u30c4\u30a4\u30fc\u30c8\u306e\u8981\u7d20<\/a> \u306b\u3088\u308b <a href=\"https:\/\/twitter.com\/jxnlco\">\u30b8\u30a7\u30a4\u30bd\u30f3<\/a>\u306e\u958b\u767a\u8005 <a href=\"https:\/\/github.com\/jxnl\/instructor\">\u8b1b\u5e2b<\/a>\u6570\u304b\u6708\u4ee5\u5185\u306b14,000\u4eba\u306e\u30d5\u30a9\u30ed\u30ef\u30fc\u3092\u7372\u5f97\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u3044\u308b\u65b9\u306f <a href=\"https:\/\/twitter.com\/benxneo\"><strong>Twitter\u3067\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u304f\u3060\u3055\u3044<\/strong><\/a>!<\/p>\n<p><a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u79c1\u306b\u9023\u7d61\u3057\u3066<\/strong><\/a> \u9032\u884c\u4e2d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\uff01\u8208\u5473\u6df1\u3044\u53d6\u308a\u7d44\u307f\u3067\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u5e38\u306b\u79c1\u306e\u8208\u5473\u3092\u305d\u305d\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u8a73\u7d30\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h1><a id=\"table-of-contents\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5185\u5bb9\u6982\u8981<\/h1>\n<ul>\n<li><a href=\"#aed3\"><strong>\u6570\u5b66\u306e\u57fa\u790e<\/strong><\/a><\/li>\n<li><a href=\"#102a\"><strong>\u63a8\u5968\u30c4\u30fc\u30eb<\/strong><\/a><br \/>\n\u2218 <a href=\"#6e37\">\u30d1\u30a4\u30bd\u30f3<\/a><br \/>\n\u2218 <a href=\"#58a1\">\u30d1\u30a4\u30c8\u30fc\u30c1<\/li>\n<li><a href=\"#35df\"><strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong><\/a><br \/>\n\u2218 <a href=\"#00a3\">\u30bc\u30ed\u304b\u3089\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f5c\u6210\u3059\u308b<\/a><br \/>\n\u2218 <a href=\"#badd\">\u7af6\u6280\u4f1a\u3078\u306e\u53c2\u52a0<\/a><br \/>\n\u2218 <a href=\"#9532\">\u30b5\u30a4\u30c9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u884c<\/a><br \/>\n\u2218 <a href=\"#5478\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5c55\u958b<\/a><br \/>\n\u2218 <a href=\"#f11d\">\u88dc\u8db3\u8cc7\u6599<\/a><\/li>\n<li><a href=\"#749a\"><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong><\/a><br \/>\n\u2218 <a href=\"#2c56\">\u30d5\u30a1\u30b9\u30c8.ai<\/a><br \/>\n\u2218 <a href=\"#e484\">\u3088\u308a\u591a\u304f\u306e\u7af6\u6280\u4f1a\u3078\u306e\u53c2\u52a0<\/a><br \/>\n\u2218 <a href=\"#3352\">\u7814\u7a76\u8ad6\u6587\u306e\u5b9f\u65bd<\/a><br \/>\n\u2218 <a href=\"#0508\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u63a2\u6c42<\/a><br \/>\n\u2218 <a href=\"#fde8\">NLP\u306b\u98db\u3073\u8fbc\u3080<\/a><\/li>\n<li><a href=\"#7951\"><strong>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/strong><\/a><br \/>\n\u2218 <a href=\"#77a2\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u898b\u308b: \u30bc\u30ed\u304b\u3089\u30d2\u30fc\u30ed\u30fc\u3078<\/a><br \/>\n\u2218 <a href=\"#0651\">\u7121\u6599\u306eLLM\u30d6\u30fc\u30c8\u30ad\u30e3\u30f3\u30d7\u306b\u53c2\u52a0\u3059\u308b<\/a><br \/>\n\u2218 <a href=\"#8e29\">LLM \u3092\u4f7f\u7528\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210<\/a><br \/>\n\u2218 <a href=\"#d380\">\u30cf\u30c3\u30ab\u30bd\u30f3\u306b\u53c2\u52a0\u3059\u308b<\/a><br \/>\n\u2218 <a href=\"#ed12\">\u7814\u7a76\u8ad6\u6587\u306e\u63a2\u7d22<\/a><br \/>\n\u2218 <a href=\"#4df0\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b<\/a><br \/>\n\u2218 <a href=\"#b314\">\u304a\u3059\u3059\u3081\u306e\u30d6\u30ed\u30b0<\/a><br \/>\n\u2218 <a href=\"#897c\">\u30a6\u30de\u30eb\u30fb\u30b8\u30e3\u30df\u30eb\u306e\u4f5c\u54c1\u3092\u9451\u8cde\u3059\u308b<\/a><br \/>\n\u2218 <a href=\"#40d8\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e2\u30c7\u30eb\u306e\u904b\u7528\u65b9\u6cd5\u3092\u5b66\u3076<\/a><br \/>\n\u2218 <a href=\"#a543\">\u8fc5\u901f\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6280\u8853<\/a><br \/>\n\u2218 <a href=\"#efd0\">LLM\u306e\u5fae\u8abf\u6574<\/a><br \/>\n\u2218 <a href=\"#ef76\">RAG\u306b\u95a2\u3059\u308b\u7814\u7a76<\/a><\/li>\n<li><a href=\"#3aff\"><strong>\u6700\u65b0\u60c5\u5831\u306e\u5165\u624b<\/strong><\/a><\/li>\n<li><a href=\"#352f\"><strong>\u4ee3\u66ff\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u3068\u53c2\u8003\u30ea\u30b9\u30c8<\/strong><\/a><\/li>\n<\/ul>\n<h1><a id=\"mathematics\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6570\u5b66\u306e\u57fa\u790e<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b4d2dff1-ba97-43f8-9658-24987cb408a3\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u30c0\u30eb\u00b7E<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u7dda\u5f62\u4ee3\u6570\u3001\u5fae\u7a4d\u5206\u3001\u78ba\u7387\u3068\u7d71\u8a08\u3068\u3044\u3046 3 \u3064\u306e\u4e2d\u6838\u3068\u306a\u308b\u6570\u5b66\u306e\u67f1\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5404\u8981\u7d20\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4fc3\u9032\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7dda\u5f62\u4ee3\u6570:<\/strong> \u30c7\u30fc\u30bf\u7ba1\u7406\u3068\u64cd\u4f5c\u306e\u305f\u3081\u306e\u6570\u5b66\u7684\u67a0\u7d44\u307f\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u884c\u5217\u3068\u30d9\u30af\u30c8\u30eb\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u89e3\u91c8\u3068\u60c5\u5831\u51e6\u7406\u306e\u4e3b\u306a\u5a92\u4f53\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5fae\u7a4d\u5206:<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u6700\u9069\u5316\u306e\u539f\u52d5\u529b\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u52fe\u914d\u3068\u901f\u5ea6\u306e\u5909\u5316\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b66\u7fd2\u3057\u6539\u826f\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/li>\n<li><strong>\u78ba\u7387\u3068\u7d71\u8a08:<\/strong> \u4e0d\u78ba\u5b9f\u6027\u306e\u4e2d\u3067\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306e\u57fa\u672c\u539f\u5247\u3092\u63d0\u4f9b\u3057\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7d50\u679c\u3092\u4e88\u6e2c\u3057\u3001\u78ba\u7387\u30e2\u30c7\u30eb\u3068\u5206\u6563\u30e2\u30c7\u30eb\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u958b\u767a\u8005\u306e\u8996\u70b9\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u6570\u5b66\u306b\u95a2\u3059\u308b\u7d20\u6674\u3089\u3057\u3044\u30b7\u30ea\u30fc\u30ba\u3092\u3054\u89a7\u304f\u3060\u3055\u3044 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg\"><strong>\u3053\u3053<\/strong><\/a> Weights &amp; Biases \u3088\u308a\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/wandb\/edu\/tree\/main\/math-for-ml\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>)<\/p>\n<p>\u7dda\u5f62\u4ee3\u6570\u306b\u5bfe\u3059\u308b\u30b3\u30fc\u30c9\u4e2d\u5fc3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u597d\u3080\u5834\u5408\u306f\u3001 <a href=\"https:\/\/www.fast.ai\/posts\/2017-07-17-num-lin-alg.html\"><strong>\u8a08\u7b97\u7dda\u5f62\u4ee3\u6570<\/strong><\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY\">\u30d3\u30c7\u30aa\u30b7\u30ea\u30fc\u30ba<\/a>, <a href=\"https:\/\/github.com\/fastai\/numerical-linear-algebra\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>) \u3092 fast.ai \u306e\u958b\u767a\u8005\u304c\u5171\u6709\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30d5\u30a9\u30ed\u30fc\u3059\u308b <a href=\"https:\/\/pabloinsente.github.io\/intro-linear-algebra\"><strong>Python \u306b\u3088\u308b\u5fdc\u7528\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u7dda\u5f62\u4ee3\u6570\u5165\u9580<\/strong><\/a> \u30b3\u30fc\u30b9\u3068\u4e26\u884c\u3057\u3066\u3002<\/p>\n<p>\u3088\u308a\u4f1d\u7d71\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3054\u5e0c\u671b\u306e\u5834\u5408\u306f\u3001 <strong>\u30a4\u30f3\u30da\u30ea\u30a2\u30eb\u30fb\u30ab\u30ec\u30c3\u30b8\u30fb\u30ed\u30f3\u30c9\u30f3\u3067\u306e\u8b1b\u7fa9<\/strong> \u2014 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3\">\u7dda\u5f62\u4ee3\u6570<\/a> \uff06 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23\">\u591a\u5909\u6570\u5fae\u7a4d\u5206<\/a>.<\/p>\n<p>3Blue1Brown\u3092\u898b\u308b <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\"><strong>\u7dda\u5f62\u4ee3\u6570\u306e\u672c\u8cea<\/strong><\/a> \u305d\u3057\u3066 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr\"><strong>\u5fae\u7a4d\u5206\u306e\u672c\u8cea<\/strong><\/a>.<\/p>\n<p>\u89b3\u5bdf\u3059\u308b <a href=\"https:\/\/www.youtube.com\/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9\"><strong>\u7d71\u8a08\u5b66\u306e\u57fa\u790e<\/strong><\/a> \u7d71\u8a08\u60c5\u5831\u306e\u305f\u3081\u306eStatQuest<\/p>\n<p><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/p>\n<ul>\n<li>\u672c\uff1a <a href=\"https:\/\/mml-book.github.io\/book\/mml-book.pdf\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u6570\u5b66<\/a><\/li>\n<li>\u7d19\uff1a <a href=\"https:\/\/arxiv.org\/pdf\/1802.01528.pdf\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u884c\u5217\u8a08\u7b97<\/a><\/li>\n<\/ul>\n<h1><a id=\"tools\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30ea\u30bd\u30fc\u30b9<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/a2f650c2-d452-4d76-b506-6f26c9845d8c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u30c0\u30eb\u00b7E<\/p>\n<h2><a id=\"python\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d1\u30a4\u30bd\u30f3<\/h2>\n<p>\u521d\u5fc3\u8005\u306f\u3053\u3053\u304b\u3089\u59cb\u3081\u3089\u308c\u307e\u3059: <a href=\"https:\/\/dabeaz-course.github.io\/practical-python\/Notes\/Contents.html\"><strong>\u5b9f\u8df5\u7684\u306aPython\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/strong><\/a>.<\/p>\n<p>\u3059\u3067\u306bPython\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001 <a href=\"https:\/\/github.com\/dabeaz-course\/python-mastery?tab=readme-ov-file\"><strong>\u9ad8\u5ea6\u306a Python \u306e\u7fd2\u5f97<\/strong><\/a><\/p>\n<p>\u3069\u3061\u3089\u3082\u3001Python Cookbook \u306e\u4f5c\u6210\u8005\u3067\u3042\u308b David Beazley \u306b\u3088\u308b\u512a\u308c\u305f\u30b3\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLdQruVCKu10lhVEnAQqRncVc8EIQN-x-X\"><strong>\u30b8\u30a7\u30fc\u30e0\u30ba\u30fb\u30d1\u30a6\u30a8\u30eb\u306e<\/strong> \u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/a><\/p>\n<p>\u63a2\u691c\u3059\u308b <a href=\"https:\/\/python-patterns.guide\/\">Python \u30c7\u30b6\u30a4\u30f3\u30d1\u30bf\u30fc\u30f3<\/a>.<\/p>\n<p><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/p>\n<ul>\n<li>\u672c\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/fluent-python-2nd\/9781492056348\/\">Fluent Python\u3001\u7b2c 2 \u7248<\/a> (<a href=\"https:\/\/github.com\/fluentpython\/example-code-2es\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>)<\/li>\n<li>\u30dd\u30c3\u30c9\u30ad\u30e3\u30b9\u30c8\uff1a <a href=\"https:\/\/realpython.com\/podcasts\/rpp\/\">\u30ea\u30a2\u30eb\u30d1\u30a4\u30bd\u30f3<\/a> \uff06 <a href=\"https:\/\/talkpython.fm\/episodes\/all\">Python\u306b\u3064\u3044\u3066\u8a71\u3059<\/a><\/li>\n<\/ul>\n<h2><a id=\"pytorch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d1\u30a4\u30c8\u30fc\u30c1<\/h2>\n<p>\u6642\u8a08 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz\">PyTorch \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a> \u306b\u3088\u308b <a href=\"https:\/\/www.youtube.com\/c\/AladdinPersion\">\u30a2\u30e9\u30b8\u30f3\u30fb\u30d1\u30fc\u30bd\u30f3<\/a><\/p>\n<p>PyTorch Web \u30b5\u30a4\u30c8\u3067\u306f\u8cb4\u91cd\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/pytorch.org\/examples\/\">PyTorch\u306e\u4f8b<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/tutorials\/index.html\">\u516c\u5f0f PyTorch \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/docs\/stable\/notes\/faq.html\">FAQ\u30da\u30fc\u30b8<\/a><\/li>\n<\/ul>\n<p>\u30d1\u30ba\u30eb\u306b\u6311\u6226\u3057\u3066\u307f\u307e\u3057\u3087\u3046<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/srush\/Tensor-Puzzles\">srush\/Tensor-Puzzles: \u30d1\u30ba\u30eb\u3092\u89e3\u3044\u3066\u3001PyTorch \u306e\u30b9\u30ad\u30eb\u3092\u9ad8\u3081\u307e\u3057\u3087\u3046<\/a><\/li>\n<\/ul>\n<p><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/p>\n<ul>\n<li>\u672c\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/programming-pytorch-for\/9781492045342\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u305f\u3081\u306e PyTorch \u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/a><\/li>\n<\/ul>\n<h1><a id=\"machine-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6a5f\u68b0\u5b66\u7fd2<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/6c6f3332-a0b2-4ce7-a474-42ad8068ac43\/0_3.webp\" alt=\"\" \/><\/p>\n<p>\u30c0\u30eb\u00b7E<\/p>\n<p>\u53c2\u7167 <a href=\"https:\/\/themlbook.com\/\">100\u30da\u30fc\u30b8\u306eML<\/a> \u672c\u3002<\/p>\n<h2><a id=\"write-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b<\/h2>\n<p>\u52c9\u5f37\u3057\u306a\u304c\u3089\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u30bc\u30ed\u304b\u3089\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306b\u30ea\u30b9\u30c8\u3055\u308c\u3066\u3044\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/eriklindernoren\/ML-From-Scratch\">eriklindernoren\/ML-From-Scratch<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/JeremyNixon\/oracle\">\u30b8\u30a7\u30ec\u30df\u30fc\u30fb\u30cb\u30af\u30bd\u30f3\/\u30aa\u30e9\u30af\u30eb<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/trekhleb\/homemade-machine-learning\">trekhleb\/\u81ea\u5bb6\u88fd\u6a5f\u68b0\u5b66\u7fd2<\/a><\/li>\n<\/ul>\n<p>\u96e3\u3057\u3044\u30bf\u30b9\u30af\u306e\u5834\u5408\u306f\u3001\u3053\u306e\u30b3\u30fc\u30b9\u306b\u5f93\u3063\u3066 PyTorch \u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/minitorch.github.io\/\">MiniTorch: \u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e DIY \u30b3\u30fc\u30b9<\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLO45-80-XKkQyROXXpn4PfjF1J2tH46w8\">\u30d3\u30c7\u30aa\u30b7\u30ea\u30fc\u30ba<\/a>, <a href=\"https:\/\/github.com\/minitorch\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>)<\/li>\n<\/ul>\n<h2><a id=\"compete\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30b3\u30f3\u30c6\u30b9\u30c8\u306b\u53c2\u52a0\u3059\u308b<\/h2>\n<p>\u7af6\u4e89\u30b7\u30ca\u30ea\u30aa\u3067\u77e5\u8b58\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067ML\u30b3\u30f3\u30c6\u30b9\u30c8\u306b\u53c2\u52a0\u3059\u308b <a href=\"https:\/\/bitgrit.net\/competition\/\">\u30d3\u30c3\u30c8\u30b0\u30ea\u30c3\u30c8<\/a> \u305d\u3057\u3066 <a href=\"https:\/\/www.kaggle.com\/\">\u30ab\u30b0\u30eb<\/a>; \u8a73\u7d30\u306f <a href=\"https:\/\/towardsdatascience.com\/12-data-science-ai-competitions-to-advance-your-skills-in-2021-32e3fcb95d8c\">\u3053\u306e\u8a18\u4e8b<\/a>.<\/li>\n<li>\u30ec\u30d3\u30e5\u30fc <a href=\"https:\/\/farid.one\/kaggle-solutions\">\u904e\u53bb\u306e\u53d7\u8cde\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/a> \u5206\u6790\u3059\u308b<\/li>\n<\/ul>\n<h2><a id=\"do-side-projects\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a><strong>\u30b5\u30a4\u30c9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3080<\/strong><\/h2>\n<p>\u63a2\u691c\u3059\u308b <a href=\"https:\/\/vickiboykis.com\/2020\/06\/09\/getting-machine-learning-to-production\/\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u672c\u756a\u74b0\u5883\u306b\u5c0e\u5165\u3059\u308b<\/a> \u30f4\u30a3\u30c3\u30ad\u30fc\u30fb\u30dc\u30a4\u30ad\u30b9<\/p>\n<p>\u5f7c\u5973\u306f\u307e\u305f\u3001\u5efa\u7bc9\u306e\u7d4c\u9a13\u3092\u8a18\u9332\u3057\u305f\u3002 <a href=\"https:\/\/vickiboykis.com\/2024\/01\/05\/retro-on-viberary\/\">\u30d0\u30a4\u30d9\u30e9\u30ea\u30fc<\/a>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30d6\u30c3\u30af\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5165\u624b\u3057\u3001\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3059\u308b\uff08\u4f8b\uff1a <a href=\"https:\/\/www.earthdata.nasa.gov\/learn\/blog\/earthaccess\">\u30a2\u30fc\u30b9\u30a2\u30af\u30bb\u30b9<\/a> NASA \u5730\u7403\u30c7\u30fc\u30bf\u7528)\u3002<\/p>\n<p>\u30e6\u30fc\u30b6\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u69cb\u7bc9\u3059\u308b <a href=\"https:\/\/streamlit.io\/\">\u30b9\u30c8\u30ea\u30fc\u30e0\u30e9\u30a4\u30c8<\/a> Twitter\u3067\u30b7\u30a7\u30a2\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2><a id=\"deploy-them\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b<\/h2>\n<p>\u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u5c0e\u5165\u3057\u307e\u3059\u3002\u5b9f\u9a13\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u76e3\u8996\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u30c9\u30ea\u30d5\u30c8\u3092\u76f4\u63a5\u4f53\u9a13\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63a2\u7d22\u3059\u308b<\/p>\n<ul>\n<li><a href=\"https:\/\/madewithml.com\/\">ML\u3067\u4f5c\u6210<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/DataTalksClub\/mlops-zoomcamp\">DataTalksClub\/mlops-zoomcamp: \u7121\u6599\u306e MLOps \u30b3\u30fc\u30b9<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/chiphuyen\/machine-learning-systems-design\">chiphuyen\/\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08<\/a><\/li>\n<li><a href=\"https:\/\/www.evidentlyai.com\/ml-system-design\">\u660e\u3089\u304b\u306b AI \u2014 ML \u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08: 300 \u306e\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/stas00\/ml-engineering\">stas00\/ml-engineering: \u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30aa\u30f3\u30e9\u30a4\u30f3\u30d6\u30c3\u30af<\/a><\/li>\n<\/ul>\n<h2><a id=\"supplementary\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/machine-learning-with\/9781801819312\/\">PyTorch \u3068 Scikit-Learn \u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2<\/a> (<a href=\"https:\/\/github.com\/rasbt\/machine-learning-book\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>)<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1811.12808\">[1811.12808] \u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u8a55\u4fa1\u3001\u30e2\u30c7\u30eb\u9078\u629e\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u9078\u629e<\/a><\/li>\n<li><a href=\"https:\/\/huyenchip.com\/ml-interviews-book\/\">\u6a5f\u68b0\u5b66\u7fd2\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u5165\u9580\u66f8 \u00b7MLIB<\/a><\/li>\n<\/ul>\n<h1><a id=\"deep-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/309c3b6c-52ec-4ad6-8bfd-fac1976b5b1c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001fast.ai \u304b\u3089\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><a id=\"fast-ai\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d5\u30a1\u30b9\u30c8.ai<\/h2>\n<ul>\n<li>\u30d5\u30a1\u30b9\u30c8.ai (<a href=\"https:\/\/course.fast.ai\/\">\u30d1\u30fc\u30c81<\/a>, <a href=\"https:\/\/course.fast.ai\/Lessons\/part2.html\">\u30d1\u30fc\u30c82<\/a>) + <a href=\"https:\/\/wandb.ai\/wandb_fc\/events\/reports\/W-B-Study-Group-Lectures-fast-ai-w-Hugging-Face--Vmlldzo4NDUzNDU?galleryTag=events\">W&amp;B\u7814\u7a76\u4f1a<\/a><\/li>\n<\/ul>\n<p>fast.ai\u3092\u304a\u697d\u3057\u307f\u3044\u305f\u3060\u3051\u307e\u3057\u305f\u3089\u3001 <a href=\"https:\/\/fullstackdeeplearning.com\/course\/2022\">\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a>.<\/p>\n<p>\u3088\u308a\u8a73\u7d30\u3067\u5f93\u6765\u7684\u306a\u30b3\u30fc\u30b9\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002 <a href=\"https:\/\/fleuret.org\/dlc\/\">UNIGE 14\u00d7050 \u2014 \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a> \u306b\u3088\u308b <a href=\"https:\/\/fleuret.org\/francois\/\">\u30d5\u30e9\u30f3\u30bd\u30ef\u30fb\u30d5\u30eb\u30ec<\/a>.<\/p>\n<p>\u5f8c\u3067\u7406\u8ad6\u3092\u8a73\u3057\u304f\u8abf\u3079\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306f\u512a\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/d2l.ai\/index.html\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u98db\u3073\u8fbc\u3080<\/a> (PyTorch\u3001NumPy\/MXNet\u3001JAX\u3001TensorFlow \u306e\u30b3\u30fc\u30c9 \u30b5\u30f3\u30d7\u30eb\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059)<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a> \u30a4\u30a2\u30f3\u30fb\u30b0\u30c3\u30c9\u30d5\u30a7\u30ed\u30fc\u3001\u30e8\u30b7\u30e5\u30a2\u30fb\u30d9\u30f3\u30b8\u30aa\u3001\u30a2\u30fc\u30ed\u30f3\u30fb\u30af\u30fc\u30eb\u30f4\u30a3\u30eb<\/li>\n<li><a href=\"http:\/\/neuralnetworksanddeeplearning.com\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/udlbook.github.io\/udlbook\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7406\u89e3\u3059\u308b<\/a> \uff08\u5b9f\u7528\u7684\u306a <a href=\"https:\/\/github.com\/udlbook\/udlbook\/tree\/main\/Notebooks\">\u30ce\u30fc\u30c8\u30d6\u30c3\u30af<\/a>)<\/li>\n<\/ul>\n<p>\u8aad\u3080 <a href=\"https:\/\/fleuret.org\/francois\/lbdl.html\"><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5c0f\u518a\u5b50<\/strong><\/a> Twitter \u3092\u30b9\u30af\u30ed\u30fc\u30eb\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u30e2\u30d0\u30a4\u30eb\u3067\u3002<\/p>\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u9032\u5316\u3057\u3066\u3044\u308b\u9593\u306b\u3053\u308c\u3089\u3092\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/karpathy.github.io\/2019\/04\/25\/recipe\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30ec\u30b7\u30d4<\/a><\/li>\n<li><a href=\"https:\/\/karpathy.github.io\/2022\/03\/14\/lecun1989\/\">\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8: 33 \u5e74\u524d\u3068 33 \u5e74\u5f8c<\/a><\/li>\n<\/ul>\n<h2><a id=\"do-more-competitions\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u3088\u308a\u591a\u304f\u306e\u7af6\u4e89\u306b\u53c2\u52a0\u3059\u308b<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\/competitions\/planttraits2024\">PlantTraits2024 \u2014 FGVC11 |\u30ab\u30b0\u30eb<\/a> \uff08\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\uff09<\/li>\n<\/ul>\n<h2><a id=\"implement-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u7814\u7a76\u8ad6\u6587\u306e\u5b9f\u65bd<\/h2>\n<p>\u63a2\u691c\u3059\u308b <a href=\"https:\/\/nn.labml.ai\/index.html\">labml.ai \u6ce8\u91c8\u4ed8\u304d PyTorch \u8ad6\u6587\u5b9f\u88c5<\/a><\/p>\n<p>\u30b3\u30fc\u30c9\u4ed8\u304d\u306e\u8ad6\u6587\u306f\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u3057\u3066\u5f79\u7acb\u3061\u307e\u3059\u3002 <a href=\"https:\/\/paperswithcode.com\/method\/bert\">BERT\u306e\u8aac\u660e<\/a> \u5f7c\u3089\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u7279\u5b9a\u306e\u5206\u91ce\u306b\u95a2\u3059\u308b\u53c2\u8003\u8cc7\u6599\u3067\u3059\u3002<\/p>\n<h2><a id=\"computer-vision\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3<\/h2>\n<p>\u591a\u304f\u306e\u4eba\u304c\u3001 <a href=\"http:\/\/cs231n.stanford.edu\/\">CS231n: \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306e\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/a> \u3082\u3061\u308d\u3093\u3067\u3059\u3002\u5927\u5909\u3067\u3059\u304c\u3001\u9811\u5f35\u308c\u3070\u3084\u308a\u304c\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2><a id=\"reinforcement-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f37\u5316\u5b66\u7fd2<\/h2>\n<p>RL \u611b\u597d\u5bb6\u306b\u3068\u3063\u3066\u3001\u4ee5\u4e0b\u306e\u30ea\u30bd\u30fc\u30b9\u306f\u6700\u9069\u3067\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u30b9\u30d4\u30f3\u30a2\u30c3\u30d7<\/a> OpenAI\u3088\u308a<\/li>\n<li><a href=\"https:\/\/huggingface.co\/learn\/deep-rl-course\/unit0\/introduction\">\ud83e\udd17 \u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u30b3\u30fc\u30b9 \u2014 \u30cf\u30b0\u30d5\u30a7\u30a4\u30b9<\/a><\/li>\n<\/ul>\n<h2><a id=\"nlp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>NLP<\/h2>\n<p>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u3082\u3046\u4e00\u3064\u306e\u5091\u51fa\u3057\u305f\u30b3\u30fc\u30b9\u306f\u3001 <a href=\"https:\/\/web.stanford.edu\/class\/archive\/cs\/cs224n\/cs224n.1234\/\">CS 224N | \u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/a><\/p>\n<p>Hugging Face \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308b: <a href=\"https:\/\/huggingface.co\/learn\/nlp-course\/chapter1\/1\">\u30cf\u30ae\u30f3\u30b0\u30d5\u30a7\u30a4\u30b9NLP\u30b3\u30fc\u30b9<\/a><\/p>\n<p>\u3053\u308c\u3092\u8abf\u3079\u308b <a href=\"https:\/\/notebooks.quantumstat.com\/?trk=public_post-text\">\u30b9\u30fc\u30d1\u30fc\u30c7\u30e5\u30fc\u30d1\u30fcNLP\u30ec\u30dd<\/a><\/p>\n<p><strong>\u6709\u76ca\u306a\u8a18\u4e8b\u3068\u5185\u8a33<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/mccormickml.com\/2019\/11\/11\/bert-research-ep-1-key-concepts-and-sources\">BERT \u30ea\u30b5\u30fc\u30c1 \u2014 \u30a8\u30d4\u30bd\u30fc\u30c9 1 \u2014 \u4e3b\u8981\u6982\u5ff5\u3068\u30bd\u30fc\u30b9 \u00b7 Chris McCormick<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-word2vec\">\u30a4\u30e9\u30b9\u30c8\u4ed8\u304d Word2vec \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-bert\">\u56f3\u89e3 BERT\u3001ELMo \u306a\u3069 (NLP \u304c\u8ee2\u79fb\u5b66\u7fd2\u3092\u89e3\u660e\u3057\u305f\u65b9\u6cd5)<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\">LSTM \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7406\u89e3\u3059\u308b \u2014 colah \u306e\u30d6\u30ed\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/jaketae.github.io\/study\/pytorch-rnn\/\">PyTorch RNN \u3092\u30bc\u30ed\u304b\u3089\u5b66\u3076 \u2014 Jake Tae<\/a><\/li>\n<\/ul>\n<p><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/transformersbook.com\/\">Transformers \u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u672c<\/a><\/li>\n<\/ul>\n<h1><a id=\"large-language-models\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b850e8ce-21be-4566-95b4-08427c6c4128\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u307e\u305a\u306f[<a href=\"https:\/\/www.youtube.com\/watch?v=zjkBMFhNj_g\">1\u6642\u9593\u8b1b\u6f14] \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5165\u9580<\/a> Andrej \u8457\u3002<\/p>\n<p>\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8 <a href=\"https:\/\/www.youtube.com\/watch?v=KCXDr-UOb9A\">5\u3064\u306e\u6570\u5f0f\u3067\u8868\u3059\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/a>\u3001 \u306b\u3088\u308b <a href=\"https:\/\/tech.cornell.edu\/people\/alexander-rush\/\">Alexander Rush \u2014 \u30b3\u30fc\u30cd\u30eb\u5de5\u79d1\u5927\u5b66<\/a><\/p>\n<h2><a id=\"watch-neural-networks-zero-to-hero\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af: \u30bc\u30ed\u304b\u3089\u30d2\u30fc\u30ed\u30fc\u3078\u3092\u89b3\u308b<\/h2>\n<p>\u305d\u308c\u306f\u3001\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\u3092\u57fa\u790e\u304b\u3089\u89e3\u660e\u3057\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308a\u3001GPT \u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b\u3053\u3068\u3067\u7d42\u308f\u308a\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/karpathy.ai\/zero-to-hero.html\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af: \u30bc\u30ed\u304b\u3089\u30d2\u30fc\u30ed\u30fc\u3078 (Andrej Karpathy \u8457)<\/strong><\/a><\/p>\n<p>Andrej \u304c\u6700\u8fd1\u65b0\u3057\u3044\u30d3\u30c7\u30aa\u3092\u5171\u6709\u3057\u307e\u3057\u305f \u2192 <a href=\"https:\/\/www.youtube.com\/watch?v=zduSFxRajkE\"><strong>GPT\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3057\u3087\u3046<\/strong><\/a><\/p>\n<p>\u3042\u306a\u305f\u3082\u63a2\u691c\u3057\u305f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093 <a href=\"https:\/\/jaykmody.com\/blog\/gpt-from-scratch\">60 \u884c\u306e NumPy \u3067\u306e GPT | Jay Mody<\/a> \u3053\u306e\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3002<\/p>\n<h2><a id=\"free-llm-boot-camp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u7121\u6599\u306eLLM\u30d6\u30fc\u30c8\u30ad\u30e3\u30f3\u30d7<\/h2>\n<p>\u7121\u6599\u306e <a href=\"https:\/\/fullstackdeeplearning.com\/llm-bootcamp\/\"><strong>LLM\u30d6\u30fc\u30c8\u30ad\u30e3\u30f3\u30d7<\/strong><\/a> Full Stack Deep Learning \u306b\u3088\u3063\u3066\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30fc\u30c8\u30ad\u30e3\u30f3\u30d7\u3067\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001LLMOps\u3001LLM \u5411\u3051 UX\u30011 \u6642\u9593\u4ee5\u5185\u306b LLM \u30a2\u30d7\u30ea\u3092\u8d77\u52d5\u3059\u308b\u305f\u3081\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30fc\u30c8\u30ad\u30e3\u30f3\u30d7\u3092\u7d42\u3048\u3066\u3001\u69cb\u7bc9\u3057\u305f\u3044\u3068\u3044\u3046\u610f\u6b32\u304c\u6e67\u3044\u3066\u304d\u305f\u306e\u3067\u3001<\/p>\n<h2><a id=\"build-with-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>LLM\u3067\u958b\u767a\u3059\u308b<\/h2>\n<p>LLM \u3092\u4f7f\u7528\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308a\u307e\u3059\u304b?<\/p>\n<p>\u6642\u8a08 <a href=\"https:\/\/nips.cc\/virtual\/2023\/tutorial\/73948\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a<br \/>\n\u30a2\u30f3\u30c9\u30ea\u30e5\u30fc\u30fb\u30f3<\/a><\/p>\n<p>\u8aad\u3080 <a href=\"https:\/\/huyenchip.com\/2023\/04\/11\/llm-engineering.html\"><strong>\u5b9f\u7a3c\u50cd\u7528 LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9<\/strong><\/a> \u30d5\u30a4\u30a8\u30f3\u30fb\u30c1\u30c3\u30d7<\/p>\n<p>\u540c\u69d8\u306b <a href=\"https:\/\/eugeneyan.com\/writing\/llm-patterns\"><strong>LLM \u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u88fd\u54c1\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d1\u30bf\u30fc\u30f3<\/strong><\/a> \u30e6\u30fc\u30b8\u30f3\u30fb\u30e4\u30f3<\/p>\n<p>\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044 <a href=\"https:\/\/cookbook.openai.com\">OpenAI \u30af\u30c3\u30af\u30d6\u30c3\u30af<\/a> \u5b9f\u7528\u7684\u306a\u30ac\u30a4\u30c9\u3067\u3059\u3002<\/p>\n<p>\u5229\u7528\u3059\u308b <a href=\"https:\/\/vercel.com\/templates\/ai\">Vercel AI \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/a> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30b9\u30bf\u30fc\u30c8\u3055\u305b\u308b\u305f\u3081\u306b\u3002<\/p>\n<h2><a id=\"participate-in-hackathons\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30cf\u30c3\u30ab\u30bd\u30f3\u306b\u53c2\u52a0\u3059\u308b<\/h2>\n<p><a href=\"https:\/\/lablab.ai\/\">\u30e9\u30dc\u30e9\u30dc<\/a> \u6bce\u9031\u65b0\u3057\u3044 AI \u30cf\u30c3\u30ab\u30bd\u30f3\u3092\u958b\u50ac\u3057\u307e\u3059\u3002 <a href=\"https:\/\/twitter.com\/benxneo\">\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044<\/a> \u30c1\u30fc\u30e0\u3092\u7d44\u3080\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308b\u306a\u3089\uff01<\/p>\n<p>\u7406\u8ad6\u7684\u306a\u5074\u9762\u3092\u3055\u3089\u306b\u6df1\u304f\u6398\u308a\u4e0b\u3052\u3066\u3001\u3059\u3079\u3066\u306e\u6a5f\u80fd\u3092\u7406\u89e3\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u624b\u9806\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><a id=\"read-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8ad6\u6587\u3092\u8aad\u3080<\/h2>\n<p>\u7d20\u6674\u3089\u3057\u3044\u8a18\u4e8bby <a href=\"https:\/\/sebastianraschka.com\/\">\u30bb\u30d0\u30b9\u30c1\u30e3\u30f3\u30fb\u30e9\u30b7\u30e5\u30ab<\/a> \u306e\u4e0a <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/understanding-large-language-models\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7406\u89e3<\/a>\u5fc5\u305a\u8aad\u3080\u3079\u304d\u8ad6\u6587\u96c6\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306e\u51fa\u7248\u7269\u3067\u306f\u3001\u5f7c\u306f\u307e\u305f\u5225\u306e\u8a18\u4e8b\u3092\u30b7\u30a7\u30a2\u3057\u3001 <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/research-papers-in-january-2024\">2024\u5e741\u6708\u306b\u3054\u691c\u8a0e\u3044\u305f\u3060\u304f\u8ad6\u6587<\/a>\u30df\u30b9\u30c8\u30e9\u30eb\u30e2\u30c7\u30eb\u306b\u7126\u70b9\u3092\u5f53\u3066\u307e\u3059\u3002<\/p>\n<p>\u5f7c\u306e\u30b5\u30d6\u30b9\u30bf\u30c3\u30af\u3092\u63a2\u7d22\u3059\u308b <a href=\"https:\/\/magazine.sebastianraschka.com\/\">AI\u3088\u308a\u5148<\/a>.<\/p>\n<h2><a id=\"write-transformers-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u30bc\u30ed\u304b\u3089\u4f5c\u6210\u3057\u307e\u3059\u3002<\/h2>\n<p>\u719f\u8aad\u3059\u308b <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-01-27-the-transformer-family-v2\/\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d5\u30a1\u30df\u30ea\u30fc \u30d0\u30fc\u30b8\u30e7\u30f3 2.0 | Lil&#039;Log<\/a> \u7c21\u6f54\u306a\u8981\u7d04\u3067\u3059\u3002<\/p>\n<p>\u5e0c\u671b\u3059\u308b\u5f62\u5f0f\u3092\u9078\u629e\u3057\u3001\u6700\u521d\u304b\u3089\u305d\u308c\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\">\u5fc5\u8981\u306a\u306e\u306f\u6ce8\u76ee\u3060\u3051<\/a><\/li>\n<li><a href=\"http:\/\/jalammar.github.io\/illustrated-transformer\/\">\u30a4\u30e9\u30b9\u30c8\u4ed8\u304d\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/a><\/li>\n<li><a href=\"http:\/\/nlp.seas.harvard.edu\/annotated-transformer\/\">\u6ce8\u91c8\u4ed8\u304d\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/a> \u30cf\u30fc\u30d0\u30fc\u30c9\u5927\u5b66<\/li>\n<li><a href=\"https:\/\/srush.github.io\/raspy\/\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u3088\u3046\u306b\u8003\u3048\u308b<\/a><\/li>\n<\/ul>\n<p><strong>\u8a18\u4e8b<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/01\/attention-mechanism\">\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u30bc\u30ed\u304b\u3089\u4f5c\u308b - \u30d1\u30fc\u30c8 1: \u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0<\/a> (<a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/28\/rest-of-the-transformer\">\u30d1\u30fc\u30c82<\/a>) (<a href=\"https:\/\/github.com\/warner-benjamin\/commented-transformers\">\u30b3\u30fc\u30c9<\/a>)<\/li>\n<li><a href=\"https:\/\/sebastianraschka.com\/blog\/2023\/self-attention-from-scratch.html\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u81ea\u5df1\u6ce8\u610f\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u30bc\u30ed\u304b\u3089\u7406\u89e3\u3057\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b<\/a> \u306b\u3088\u308b <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAxqHaUBEa6zzXN--gv-wd8ih0vevPvr9eU\">\u30bb\u30d0\u30b9\u30c1\u30e3\u30f3\u30fb\u30e9\u30b7\u30e5\u30ab\u535a\u58eb<\/a><\/li>\n<li><a href=\"https:\/\/peterbloem.nl\/blog\/transformers\">\u30bc\u30ed\u304b\u3089\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc<\/a><\/li>\n<\/ul>\n<p><strong>\u30d3\u30b8\u30e5\u30a2\u30eb<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ISNdQcPhsts&amp;t=7449s\">PyTorch \u3067 Transformer \u3092\u30bc\u30ed\u304b\u3089\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3001\u5b8c\u5168\u306a\u8aac\u660e\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u63a8\u8ad6\u3092\u884c\u3046<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=EPa98fyxZ-s&amp;list=PLdM8d_MWyPjV2vKl7Y2jnIIBRu522tiZc&amp;index=9\">NLP: BERT \u3068 Transformers \u3092\u30bc\u30ed\u304b\u3089\u5b9f\u88c5\u3059\u308b<\/a><\/li>\n<\/ul>\n<p>\u3053\u308c\u3067\u3001\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3092\u30bc\u30ed\u304b\u3089\u69cb\u7bc9\u3059\u308b\u6e96\u5099\u304c\u6574\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u307e\u3060\u7d9a\u304d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u3092\u898b\u308b <a href=\"https:\/\/www.youtube.com\/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM\"><strong>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9 CS25 \u2014 \u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u30e6\u30ca\u30a4\u30c6\u30c3\u30c9<\/strong><\/a> \u30d3\u30c7\u30aa\u3002<\/p>\n<h2><a id=\"some-good-blogs\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6d1e\u5bdf\u529b\u306b\u5bcc\u3093\u3060\u30d6\u30ed\u30b0\u6295\u7a3f<\/h2>\n<ul>\n<li><a href=\"https:\/\/bclarkson-code.github.io\/posts\/llm-from-scratch-scalar-autograd\/post.html\">\u72c2\u6c17\u3078\u306e\u52fe\u914d\u964d\u4e0b\u6cd5 \u2014 \u30bc\u30ed\u304b\u3089 LLM \u3092\u69cb\u7bc9\u3059\u308b<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-transformer\/\">\u30a4\u30e9\u30b9\u30c8\u4ed8\u304d\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc \u2014 \u30b8\u30a7\u30a4\u30fb\u30a2\u30e9\u30de\u30fc<\/a><\/li>\n<li><a href=\"https:\/\/eugeneyan.com\/writing\/attention\/?curius=1935\">\u6ce8\u610f\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u95a2\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u76f4\u611f<\/a> \u30e6\u30fc\u30b8\u30f3\u30fb\u30e4\u30f3<\/li>\n<li><a href=\"https:\/\/www.dipkumar.dev\/becoming-the-unbeatable\/posts\/gpt-kvcache\/\">GPT \u306e\u9ad8\u901f\u5316 \u2014 KV \u30ad\u30e3\u30c3\u30b7\u30e5 | \u7121\u6575\u306b\u306a\u308b<\/a><\/li>\n<li><a href=\"https:\/\/shyam.blog\/posts\/beyond-self-attention\/\">\u81ea\u5df1\u6ce8\u610f\u3092\u8d85\u3048\u3066: \u5c0f\u3055\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u4e88\u6e2c\u3059\u308b\u65b9\u6cd5<\/a><\/li>\n<li><a href=\"https:\/\/blog.briankitano.com\/llama-from-scratch\/\">\u30bc\u30ed\u304b\u3089\u59cb\u3081\u308b\u30e9\u30de\uff08\u307e\u305f\u306f\u6ce3\u304b\u305a\u306b\u8ad6\u6587\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\uff09 | \u30d6\u30e9\u30a4\u30a2\u30f3\u30fb\u30ad\u30bf\u30ce<\/a><\/li>\n<li><a href=\"https:\/\/magazine.sebastianraschka.com\/p\/lora-and-dora-from-scratch\">LoRA \u306e\u6539\u5584: \u91cd\u307f\u5206\u89e3\u4f4e\u30e9\u30f3\u30af\u9069\u5fdc (DoRA) \u3092\u30bc\u30ed\u304b\u3089\u5b9f\u88c5\u3059\u308b<\/a><\/li>\n<\/ul>\n<h2><a id=\"watch-umar-jamil-https-www-youtube-com-umarjamilaivideos\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d3\u30e5\u30fc <a href=\"https:\/\/www.youtube.com\/@umarjamilai\/videos\">\u30a6\u30de\u30eb\u30fb\u30b8\u30e3\u30df\u30eb<\/a><\/h2>\n<p>\u5f7c\u306f\u3001\u4ed8\u968f\u3059\u308b\u30b3\u30fc\u30c9\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3080\u3001\u8ad6\u6587\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u30d3\u30c7\u30aa\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PXWYUTMt-AU\">LoRA: \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4f4e\u30e9\u30f3\u30af\u9069\u5fdc \u2014 \u8996\u899a\u7684\u306b\u8aac\u660e + \u30bc\u30ed\u304b\u3089\u306e PyTorch \u30b3\u30fc\u30c9<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=UiX8K-xBUpE\">\u30df\u30b9\u30c8\u30e9\u30eb \/ \u30df\u30af\u30b9\u30c8\u30e9\u30eb\u306e\u8aac\u660e: \u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0 \u30a6\u30a3\u30f3\u30c9\u30a6 \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3001\u5c02\u9580\u5bb6\u306e\u30b9\u30d1\u30fc\u30b9\u6df7\u5408\u3001\u30ed\u30fc\u30ea\u30f3\u30b0 \u30d0\u30c3\u30d5\u30a1\u30fc<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bCz4OMemCcA\">\u5fc5\u8981\u306a\u306e\u306f\u6ce8\u610f\u3060\u3051 (Transformer) \u2014 \u30e2\u30c7\u30eb\u306e\u8aac\u660e (\u6570\u5b66\u3092\u542b\u3080)\u3001\u63a8\u8ad6\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Mn_9W1nCFLo\">LLaMA \u306e\u8aac\u660e: KV \u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u56de\u8ee2\u4f4d\u7f6e\u57cb\u3081\u8fbc\u307f\u3001RMS \u30ce\u30eb\u30e0\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u30af\u30a8\u30ea \u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3001SwiGLU<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=rhZgXNdhWDY\">\u691c\u7d22\u62e1\u5f35\u751f\u6210 (RAG) \u306e\u8aac\u660e: \u57cb\u3081\u8fbc\u307f\u3001\u6587 BERT\u3001\u30d9\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 (HNSW)<\/a><\/li>\n<\/ul>\n<p>LLM\u306b\u95a2\u9023\u3059\u308b\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306f\u7db2\u7f85\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 <a href=\"https:\/\/github.com\/mlabonne\/llm-course\"><strong>LLM\u30b7\u30e9\u30d0\u30b9<\/strong><\/a> LLM \u306e\u8a73\u7d30\u306a\u6982\u8981\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u3061\u3089\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><a id=\"learn-how-to-run-open-source-models\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u3092\u30de\u30b9\u30bf\u30fc\u3059\u308b\u3002<\/h2>\n<p>\u5229\u7528\u3059\u308b <a href=\"https:\/\/github.com\/ollama\/ollama\">ollama: Llama 2\u3001Mistral\u3001\u305d\u306e\u4ed6\u306e\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30ab\u30eb\u3067\u8d77\u52d5\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059<\/a><\/p>\n<p>Python\u3068JavaScript\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u6700\u8fd1\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f <a href=\"https:\/\/ollama.ai\/blog\/python-javascript-libraries\">\u3053\u3053<\/a><\/p>\n<h2><a id=\"prompt-engineering\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u53d6\u308a\u7d44\u3080<\/h2>\n<p>\u76f8\u8ac7\u3059\u308b <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-03-15-prompt-engineering\">\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 | Lil&#039;Log<\/a><\/p>\n<p><a href=\"https:\/\/www.deeplearning.ai\/short-courses\/chatgpt-prompt-engineering-for-developers\/\">ChatGPT \u958b\u767a\u8005\u5411\u3051\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/a> \u30a4\u30bb\u30fb\u30d5\u30eb\u30d5\u30a9\u30fc\u30c9\uff08OpenAI\uff09\u3068\u30a2\u30f3\u30c9\u30ea\u30e5\u30fc\u30fb\u30f3<\/p>\n<p>\u4ed6\u306e <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/\">\u7c21\u5358\u306a<\/a> DeepLearning.ai \u3067\u7121\u6599\u3067\u53d7\u8b1b\u3067\u304d\u308b\u30b3\u30fc\u30b9\u3002<\/p>\n<h2><a id=\"fine-tuning-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5fae\u8abf\u6574\u306b\u3088\u308bLLM\u306e\u5f37\u5316<\/h2>\n<p>\u53c2\u7167 <a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/training\">\u30cf\u30ae\u30f3\u30b0\u30d5\u30a7\u30a4\u30b9\u5fae\u8abf\u6574\u30ac\u30a4\u30c9<\/a>.<\/p>\n<p>\u5f79\u7acb\u3064\u30ac\u30a4\u30c0\u30f3\u30b9: <a href=\"https:\/\/ravinkumar.com\/GenAiGuidebook\/language_models\/finetuning.html\">\u5fae\u8abf\u6574 - GenAI \u30ac\u30a4\u30c9\u30d6\u30c3\u30af<\/a><\/p>\n<p>\u767a\u898b\u3059\u308b <a href=\"https:\/\/github.com\/OpenAccess-AI-Collective\/axolotl?curius=2790\">\u30a2\u30db\u30ed\u30fc\u30c8\u30eb<\/a>.<\/p>\n<p>\u3053\u306e\u6709\u76ca\u306a\u8a18\u4e8b\u304b\u3089\u5f97\u3089\u308c\u308b\u30e1\u30ea\u30c3\u30c8: <a href=\"https:\/\/towardsdatascience.com\/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac\">\u76f4\u63a5\u9078\u597d\u6700\u9069\u5316\u306b\u3088\u308b Mistral-7b \u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574 | Maxime Labonne \u8457<\/a><\/p>\n<h2><a id=\"rag\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u30e9\u30b0<\/h2>\n<p>Anyscale \u306b\u3088\u308b\u512a\u308c\u305f\u4f5c\u54c1: <a href=\"https:\/\/www.anyscale.com\/blog\/a-comprehensive-guide-for-building-rag-based-llm-applications-part-1?curius=1144\">RAG \u30d9\u30fc\u30b9\u306e LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u672c\u756a\u74b0\u5883\u5411\u3051\u306b\u69cb\u7bc9\u3059\u308b<\/a><\/p>\n<p>\u8a73\u7d30\u306a\u5206\u6790 <a href=\"https:\/\/aman.ai\/primers\/ai\/RAG\/\">\u691c\u7d22\u62e1\u5f35\u751f\u6210<\/a> \u306b\u3088\u308b <a href=\"https:\/\/aman.ai\/\">\u30a2\u30de\u30f3\u30fb\u30c1\u30e3\u30c0<\/a><\/p>\n<h4><a id=\"ai-learning-resources\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>AI \u6559\u80b2\u30ea\u30bd\u30fc\u30b9<\/h4>\n<ul>\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/\">\u30d0\u30c3\u30c1 | DeepLearning.AI | AI \u30cb\u30e5\u30fc\u30b9\u3068\u30a4\u30f3\u30b5\u30a4\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/www.deeplearningweekly.com\/\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a6\u30a3\u30fc\u30af\u30ea\u30fc<\/a><\/li>\n<li><a href=\"https:\/\/www.interconnects.ai\/\">\u30a4\u30f3\u30bf\u30fc\u30b3\u30cd\u30af\u30c8 | \u30cd\u30a4\u30b5\u30f3\u30fb\u30e9\u30f3\u30d0\u30fc\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/www.aitidbits.ai\/\">AI \u30c6\u30a3\u30d3\u30c3\u30c4 | \u30b5\u30cf\u30eb\u30fb\u30e2\u30eb<\/a><\/li>\n<\/ul>\n<h1><a id=\"other-curriculumslisticles-you-may-find-useful\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u305d\u306e\u4ed6\u306e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\/\u30ea\u30b9\u30c8\u8a18\u4e8b<\/h1>\n<p>\u79c1\u306e\u30ea\u30b9\u30c8\u306f\u7db2\u7f85\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u3088\u308a\u591a\u304f\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001\u3053\u3053\u306b\u3044\u304f\u3064\u304b\u306e\u63d0\u6848\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/iconix\/openai\/blob\/master\/syllabus.md\">openai\/\u30b7\u30e9\u30d0\u30b9.md<\/a><\/li>\n<li><a href=\"https:\/\/a16z.com\/ai-canon\">AI \u30ad\u30e4\u30ce\u30f3 | \u30a2\u30f3\u30c9\u30ea\u30fc\u30bb\u30f3\u30fb\u30db\u30ed\u30a6\u30a3\u30c3\u30c4<\/a><\/li>\n<li><a href=\"https:\/\/llm-utils.org\/AI+Learning+Curation\">AI \u5b66\u7fd2\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3 \u2014 LLM \u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3<\/a><\/li>\n<li><a href=\"https:\/\/www.openmlguide.org\/ai-portal-gun\/ai-portal-gun\/\">AI \u30de\u30eb\u30c1\u30d0\u30fc\u30b9\u3078\u306e\u95be\u5024 | Open DeepLearning<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/louisfb01\/start-llms\">louisfb01\/start-llms: 2023 \u5e74\u306b LLM \u30b9\u30ad\u30eb\u3092\u958b\u59cb\u3057\u3066\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/li>\n<\/ul>\n<p>\u3053\u308c\u304c\u3042\u306a\u305f\u306e AI \u9060\u5f81\u306b\u5f79\u7acb\u3064\u3068\u4fe1\u3058\u3066\u3044\u307e\u3059!<\/p>","protected":false},"excerpt":{"rendered":"\u3067\u306f\u3001\u3042\u306a\u305f\u306e\u76ee\u6a19\u306f AI \u7814\u7a76\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u3067\u3059\u304b? \u3057\u304b\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u3001\u3069\u3053\u3067\u7814\u7a76\u3092\u9032\u3081\u308c\u3070\u3088\u3044\u304b\u3088\u304f\u308f\u304b\u308a\u307e\u305b\u3093\u2026","protected":false},"author":1,"featured_media":2442,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"csco_display_header_overlay":false,"csco_singular_sidebar":"","csco_page_header_type":"","footnotes":""},"categories":[265],"tags":[],"ppma_author":[290],"class_list":{"0":"post-3892","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-seo","8":"cs-entry"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.4 (Yoast SEO v22.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Strategy for Mastering AI in 2024 - AI SEO Agency<\/title>\n<meta name=\"description\" content=\"So, your aim 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