{"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\/zh_cn\/ai-seo\/2024-\u5e74\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf\u56fe\/","title":{"rendered":"2024 \u5e74\u638c\u63e1 AI \u7684\u7b56\u7565"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/802497e3-5b63-4bba-b789-4f314f502cfc\/0_1.webp\" alt=\"\" \/><br \/>\n\u90a3\u4e48\uff0c\u60a8\u7684\u76ee\u6807\u662f\u6df1\u5165\u7814\u7a76 AI\uff1f\u4f46\u60a8\u4e0d\u786e\u5b9a\u5982\u4f55\u6216\u4ece\u54ea\u91cc\u5f00\u59cb\uff1f<\/p>\n<p>2020 \u5e74\uff0c\u6211\u5206\u4eab\u4e86\u4e00\u4efd <a href=\"https:\/\/towardsdatascience.com\/top-20-free-data-science-ml-and-ai-moocs-on-the-internet-4036bd0aac12\">\u7f51\u4e0a\u63d0\u4f9b\u7684 20 \u95e8\u514d\u8d39\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u548c AI MOOC \u8bfe\u7a0b<\/a>\u3002\u7136\u800c\uff0c\u6211\u9010\u6e10\u610f\u8bc6\u5230\uff0c\u9009\u4fee\u591a\u95e8\u8bfe\u7a0b\u5e76\u4e0d\u662f\u6700\u6709\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u4e3a\u4e86\u6446\u8131\u65e0\u4f11\u6b62\u7684\u6559\u7a0b\u5faa\u73af\u5e76\u771f\u6b63\u83b7\u5f97\u4e13\u4e1a\u77e5\u8bc6\uff0c\u60a8\u9700\u8981\u53c2\u4e0e\u5b9e\u9645\u5e94\u7528\uff0c\u4ece\u5934\u5f00\u59cb\u5f00\u53d1\u7b97\u6cd5\uff0c\u5b9e\u65bd\u7814\u7a76\u8bba\u6587\uff0c\u5e76\u5f00\u5c55\u5f15\u4eba\u5165\u80dc\u7684 AI \u9879\u76ee\u6765\u89e3\u51b3\u73b0\u5b9e\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4ef6\u4f5c\u54c1\u8bd5\u56fe\u521b\u9020\u4e00\u4e2a <strong>\u514d\u8d39<\/strong> \u7b26\u5408\u8fd9\u4e00\u7406\u5ff5\u7684\u8bfe\u7a0b\u3002\u6211\u6b63\u5728\u79ef\u6781\u5b66\u4e60\u5176\u4e2d\u4e00\u4e9b\u8bfe\u7a0b\uff0c\u56e0\u6b64\u6b22\u8fce <a href=\"https:\/\/www.bneo.xyz\/contact\"><strong>\u4fdd\u6301\u8054\u7cfb<\/strong><\/a> \u5728 <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u63a8\u7279<\/strong><\/a> \u6216\u8005 <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\u9886\u82f1<\/strong><\/a> \u5982\u679c\u4f60\u60f3\u548c\u6211\u4e00\u8d77\u5b66\u4e60\uff01<\/p>\n<p>\u6b64\u5916\uff0c\u5982\u679c\u60a8\u53d1\u73b0\u4efb\u4f55\u9057\u6f0f\uff0c\u8bf7\u53d1\u8868\u8bc4\u8bba\uff01<\/p>\n<p>\u5728\u6df1\u5165\u63a2\u8ba8\u5177\u4f53\u7ec6\u8282\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u8003\u8651\u4e00\u4e9b\u6709\u5173\u8bfe\u7a0b\u7684\u89c1\u89e3\u548c\u4e00\u4e9b\u6709\u5173\u5b66\u4e60\u8fc7\u7a0b\u7684\u6307\u5bfc\u3002<\/p>\n<h1><a id=\"top-down-approach\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4ece\u4e0a\u81f3\u4e0b<\/h1>\n<p>\u672c\u8bfe\u7a0b\u91c7\u7528\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u2014\u2014 <strong>\u6700\u521d\u4fa7\u91cd\u4e8e\u7f16\u7801\uff0c\u540e\u6765\u4fa7\u91cd\u4e8e\u7406\u8bba<\/strong>.<\/p>\n<p>\u6211\u66f4\u559c\u6b22 <strong>\u51fa\u4e8e\u9700\u8981\u800c\u5b66\u4e60<\/strong>\u6bcf\u5f53\u6709\u4e00\u4e2a\u95ee\u9898\u9700\u8981\u89e3\u51b3\u3001\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u9700\u8981\u8bbe\u8ba1\u3001\u6216\u8005\u4e00\u4e2a\u539f\u578b\u9700\u8981\u6784\u5efa\u65f6\uff0c\u6211\u90fd\u4f1a\u5e7f\u6cdb\u5730\u641c\u7d22\u5fc5\u8981\u7684\u4fe1\u606f\uff0c\u7406\u89e3\u5b83\uff0c\u7136\u540e\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u6211\u7684\u5fd7\u5411\u662f\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a <a href=\"https:\/\/www.latent.space\/p\/ai-engineer\">AI\u5de5\u7a0b\u5e08<\/a> \u7cbe\u901a\u57fa\u7840\u7684 LLM\u3002\u8fd9\u9700\u8981\u80fd\u591f\u4ece\u5934\u5f00\u59cb\u7f16\u5199\u8f6c\u6362\u5668\u5e76\u5728 GPU \u4e0a\u5fae\u8c03 LLM\u3002\u76ee\u524d\uff0c\u7531\u4e8e\u77e5\u8bc6\u65b9\u9762\u7684\u5dee\u8ddd\uff0c\u6211\u7f3a\u4e4f\u8fd9\u65b9\u9762\u7684\u719f\u7ec3\u7a0b\u5ea6\uff0c\u6211\u51b3\u5fc3\u5f25\u8865\u8fd9\u4e00\u5dee\u8ddd\u3002<\/p>\n<p>\u672c\u8bfe\u7a0b\u4e3b\u8981\u4fa7\u91cd\u4e8e NLP\uff1b\u5982\u679c\u4f60\u5bf9\u5176\u4ed6 AI \u4e13\u4e1a\u611f\u5174\u8da3\uff0c\u5982\u8ba1\u7b97\u673a\u89c6\u89c9\u6216\u5f3a\u5316\u5b66\u4e60\uff0c\u8bf7\u5728\u4e0b\u9762\u53d1\u8868\u8bc4\u8bba\u6216\u76f4\u63a5\u7ed9\u6211\u7559\u8a00 <a href=\"https:\/\/twitter.com\/benxneo\/\"><strong>\u63a8\u7279<\/strong><\/a> \u6216\u8005 <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\u9886\u82f1<\/strong><\/a>\u3002\u6211\u4f1a\u7ed9\u4f60\u63d0\u4f9b\u4e00\u4e9b\u63a8\u8350\u7684\u8d44\u6e90\u3002<\/p>\n<p>\u5728\u5411\u4f60\u63a8\u9001\u5927\u91cf\u94fe\u63a5\u4e4b\u524d\uff0c\u6211\u5e0c\u671b\u6709\u4eba\u80fd\u5f3a\u8c03\u4e00\u4e0b <strong>\u4e24\u4e2a\u5173\u952e\u65b9\u9762<\/strong> \u5728\u8e0f\u4e0a\u5b66\u4e60\u4e4b\u65c5\u4e4b\u524d\u6211\u5e94\u8be5\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<h1><a id=\"learn-in-public\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5728\u516c\u5171\u9886\u57df\u8fdb\u884c\u6559\u80b2<\/h1>\n<p>\u77e5\u8bc6\u9886\u57df\u5e7f\u9614\uff0c\u6301\u7eed\u5b66\u4e60\u81f3\u5173\u91cd\u8981\uff0c\u7279\u522b\u662f\u5728 AI \u9886\u57df\uff0c\u6bcf\u5468\u90fd\u4f1a\u51fa\u73b0\u7a81\u7834\u6027\u7684\u7814\u7a76\u548c\u6982\u5ff5\u3002<\/p>\n<p>\u4e00\u4e2a\u4eba\u53ef\u80fd\u72af\u4e0b\u7684\u6700\u4e25\u91cd\u9519\u8bef\u5c31\u662f\u5c06\u5b66\u4e60\u9650\u5236\u5728\u79c1\u4eba\u9886\u57df\u3002\u8fd9\u6837\u505a\u4f1a\u9650\u5236\u6210\u957f\u7684\u673a\u4f1a\u3002\u4ec5\u4ec5\u5b8c\u6210\u4efb\u52a1\u662f\u6ca1\u6709\u610f\u4e49\u7684\u3002\u66f4\u6709\u4ef7\u503c\u7684\u662f\u4f60\u5982\u4f55\u5438\u6536\u4fe1\u606f\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u77e5\u8bc6\u8fdb\u884c\u4f20\u64ad\uff0c\u5e76\u57fa\u4e8e\u8fd9\u4e9b\u77e5\u8bc6\u6784\u601d\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u548c\u60f3\u6cd5\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u81f3\u5173\u91cd\u8981\u7684\u662f <a href=\"https:\/\/www.swyx.io\/learn-in-public\"><strong>\u5728\u516c\u5171\u573a\u6240\u8fdb\u884c\u6559\u80b2<\/strong><\/a>.<\/p>\n<p>\u8fd9\u53ef\u80fd\u6d89\u53ca\uff1a<\/p>\n<ul>\n<li>\u8d77\u8349\u535a\u5ba2\u548c\u6559\u7a0b<\/li>\n<li>\u53c2\u52a0\u9ed1\u5ba2\u9a6c\u62c9\u677e\u5e76\u4e0e\u540c\u884c\u5408\u4f5c<\/li>\n<li>\u5728 Discord \u793e\u533a\u4e2d\u63d0\u95ee\u548c\u89e3\u7b54\u7591\u95ee<\/li>\n<li>\u5f00\u5c55\u4e2a\u4eba\u611f\u5174\u8da3\u7684\u9879\u76ee<\/li>\n<li>\u5728 Twitter \u4e0a\u5206\u4eab\u65b0\u53d1\u73b0<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u8c08\u5230 Twitter\uff0c<\/p>\n<h1><a id=\"use-twitter\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4f7f\u7528 Twitter \u4f5c\u4e3a\u5de5\u5177<\/h1>\n<p>\u5982\u679c\u6709\u6548\u4f7f\u7528\u5e76\u7b26\u5408\u6b63\u786e\u7684\u4e2a\u4eba\u8981\u6c42\uff0cTwitter \u5df2\u88ab\u8bc1\u660e\u662f\u5f53\u4ee3\u6700\u6709\u4ef7\u503c\u7684\u793e\u4ea4\u5e73\u53f0\u3002<\/p>\n<p><strong>\u5173\u6ce8\u8c01<\/strong>? \u67e5\u770b\u6b64\u7cbe\u9009 <a href=\"https:\/\/twitter.com\/i\/lists\/1539497752140206080?s=20\">AI \u5217\u8868\uff08\u7531 Suhail \u63d0\u4f9b\uff09<\/a>.<\/p>\n<p><strong>\u5229\u7528 Twitter<\/strong>? \u8bf7\u53c2\u9605 Near \u7684\u6307\u5357 <a href=\"https:\/\/near.blog\/how-to-twitter-successfully\/?curius=1935\">\u6709\u6548\u7684 Twitter \u5b9e\u8df5<\/a>.<\/p>\n<p>\u5728 Twitter \u4e0a\u8054\u7cfb\u4e2a\u4eba\u3002\u8981\u771f\u8bda\u3001\u7b80\u6d01\uff0c\u5e76\u6e05\u695a\u5730\u8868\u8fbe\u60a8\u7684\u8981\u6c42\u3002\u672c\u6307\u5357 <a href=\"https:\/\/sriramk.com\/coldemail\/\">\u5236\u4f5c\u51b7\u7535\u5b50\u90ae\u4ef6<\/a> Sriram Krishnan \u6240\u8457\u7684\u6587\u7ae0\u4e5f\u9002\u7528\u4e8e\u76f4\u63a5\u6d88\u606f\u3002<\/p>\n<p><strong>\u63a8\u6587\u6784\u6210\uff1f<\/strong> \u53c3\u95b1 <a href=\"https:\/\/jxnl.github.io\/blog\/writing\/2024\/01\/11\/anatomy-of-a-tweet\/#hook\">\u63a8\u6587\u7684\u8981\u7d20<\/a> \u7ecf\u8fc7 <a href=\"https:\/\/twitter.com\/jxnlco\">\u6770\u68ee<\/a>\uff0c\u5f00\u53d1\u5546 <a href=\"https:\/\/github.com\/jxnl\/instructor\">\u8bb2\u5e08<\/a>\uff0c\u5979\u5728\u51e0\u4e2a\u6708\u5185\u5c31\u79ef\u7d2f\u4e86 1.4 \u4e07\u540d\u7c89\u4e1d\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u9605\u8bfb\u8fd9\u7bc7\u6587\u7ae0\uff0c\u8bf7 <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u5728\u63a8\u7279\u4e0a\u5173\u6ce8\u6211<\/strong><\/a>!<\/p>\n<p><a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u8054\u7edc\u6211<\/strong><\/a> \u5173\u4e8e\u4f60\u6b63\u5728\u8fdb\u884c\u7684\u9879\u76ee\uff01\u6709\u8da3\u7684\u5408\u4f5c\u603b\u662f\u6fc0\u8d77\u6211\u7684\u5174\u8da3\u3002<\/p>\n<p>\u73b0\u5728\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e00\u4e0b\u7ec6\u8282\u3002<\/p>\n<h1><a id=\"table-of-contents\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5185\u5bb9\u6982\u8ff0<\/h1>\n<ul>\n<li><a href=\"#aed3\"><strong>\u6570\u5b66\u57fa\u7840<\/strong><\/a><\/li>\n<li><a href=\"#102a\"><strong>\u63a8\u8350\u5de5\u5177<\/strong><\/a><br \/>\n\u2218 <a href=\"#6e37\">Python<\/a><br \/>\n\u2218 <a href=\"#58a1\">PyTorch<\/li>\n<li><a href=\"#35df\"><strong>\u673a\u5668\u5b66\u4e60<\/strong><\/a><br \/>\n\u2218 <a href=\"#00a3\">\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u7b97\u6cd5<\/a><br \/>\n\u2218 <a href=\"#badd\">\u53c2\u52a0\u6bd4\u8d5b<\/a><br \/>\n\u2218 <a href=\"#9532\">\u6267\u884c\u9644\u5e26\u9879\u76ee<\/a><br \/>\n\u2218 <a href=\"#5478\">\u9879\u76ee\u90e8\u7f72<\/a><br \/>\n\u2218 <a href=\"#f11d\">\u8865\u5145\u6750\u6599<\/a><\/li>\n<li><a href=\"#749a\"><strong>\u6df1\u5ea6\u5b66\u4e60<\/strong><\/a><br \/>\n\u2218 <a href=\"#2c56\">Fast.ai<\/a><br \/>\n\u2218 <a href=\"#e484\">\u53c2\u4e0e\u66f4\u591a\u6bd4\u8d5b<\/a><br \/>\n\u2218 <a href=\"#3352\">\u7814\u7a76\u8bba\u6587\u7684\u5b9e\u65bd<\/a><br \/>\n\u2218 <a href=\"#0508\">\u63a2\u7d22\u8ba1\u7b97\u673a\u89c6\u89c9<\/a><br \/>\n\u2218 <a href=\"#fde8\">\u6df1\u5165\u7814\u7a76 NLP<\/a><\/li>\n<li><a href=\"#7951\"><strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/strong><\/a><br \/>\n\u2218 <a href=\"#77a2\">\u89c2\u5bdf\u795e\u7ecf\u7f51\u7edc\uff1a\u4ece\u96f6\u5230\u82f1\u96c4<\/a><br \/>\n\u2218 <a href=\"#0651\">\u53c2\u52a0\u514d\u8d39\u6cd5\u5b66\u7855\u58eb\u8bad\u7ec3\u8425<\/a><br \/>\n\u2218 <a href=\"#8e29\">\u4f7f\u7528\u6cd5\u5b66\u7855\u58eb (LLM) \u521b\u5efa\u9879\u76ee<\/a><br \/>\n\u2218 <a href=\"#d380\">\u53c2\u4e0e\u9ed1\u5ba2\u9a6c\u62c9\u677e<\/a><br \/>\n\u2218 <a href=\"#ed12\">\u63a2\u7d22\u7814\u7a76\u8bba\u6587<\/a><br \/>\n\u2218 <a href=\"#4df0\">\u4ece\u5934\u5f00\u59cb\u5f00\u53d1 Transformer<\/a><br \/>\n\u2218 <a href=\"#b314\">\u63a8\u8350\u535a\u5ba2\u9605\u8bfb<\/a><br \/>\n\u2218 <a href=\"#897c\">\u67e5\u770b Umar Jamil \u7684\u4f5c\u54c1<\/a><br \/>\n\u2218 <a href=\"#40d8\">\u5b66\u4e60\u64cd\u4f5c\u5f00\u6e90\u6a21\u578b<\/a><br \/>\n\u2218 <a href=\"#a543\">\u53ca\u65f6\u5de5\u7a0b\u6280\u672f<\/a><br \/>\n\u2218 <a href=\"#efd0\">\u5fae\u8c03\u6cd5\u5b66\u7855\u58eb<\/a><br \/>\n\u2218 <a href=\"#ef76\">\u5173\u4e8e RAG \u7684\u7814\u7a76<\/a><\/li>\n<li><a href=\"#3aff\"><strong>\u4fdd\u6301\u66f4\u65b0<\/strong><\/a><\/li>\n<li><a href=\"#352f\"><strong>\u5907\u9009\u8bfe\u7a0b\u53ca\u53c2\u8003\u6e05\u5355<\/strong><\/a><\/li>\n<\/ul>\n<h1><a id=\"mathematics\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6570\u5b66\u57fa\u7840<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b4d2dff1-ba97-43f8-9658-24987cb408a3\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u9054\u723e\u00b7E<\/p>\n<p>\u673a\u5668\u5b66\u4e60\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u4e09\u5927\u6838\u5fc3\u6570\u5b66\u652f\u67f1\uff1a\u7ebf\u6027\u4ee3\u6570\u3001\u5fae\u79ef\u5206\u4ee5\u53ca\u6982\u7387\u548c\u7edf\u8ba1\u3002\u6bcf\u4e2a\u5143\u7d20\u5728\u4fc3\u8fdb\u7b97\u6cd5\u7684\u6700\u4f73\u6027\u80fd\u65b9\u9762\u90fd\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n<ul>\n<li><strong>\u7ebf\u6027\u4ee3\u6570\uff1a<\/strong> \u4f5c\u4e3a\u6570\u636e\u7ba1\u7406\u548c\u64cd\u4f5c\u7684\u6570\u5b66\u6846\u67b6\uff0c\u77e9\u9635\u548c\u5411\u91cf\u662f\u7b97\u6cd5\u89e3\u91ca\u548c\u4fe1\u606f\u5904\u7406\u7684\u4e3b\u8981\u5a92\u4ecb<\/li>\n<li><strong>\u7ed3\u77f3\uff1a<\/strong> \u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u4f18\u5316\u7684\u9a71\u52a8\u529b\uff0c\u4f7f\u7b97\u6cd5\u80fd\u591f\u901a\u8fc7\u7406\u89e3\u68af\u5ea6\u548c\u901f\u7387\u53d8\u5316\u6765\u5b66\u4e60\u548c\u6539\u8fdb<\/li>\n<li><strong>\u6982\u7387\u4e0e\u7edf\u8ba1\uff1a<\/strong> \u63d0\u4f9b\u4e0d\u786e\u5b9a\u6027\u51b3\u7b56\u7684\u57fa\u672c\u539f\u5219\uff0c\u4f7f\u7b97\u6cd5\u80fd\u591f\u901a\u8fc7\u6982\u7387\u548c\u65b9\u5dee\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u5e76\u4ece\u6570\u636e\u4e2d\u5b66\u4e60<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4ece\u5f00\u53d1\u4eba\u5458\u7684\u89d2\u5ea6\u63a2\u7d22\u6709\u5173\u673a\u5668\u5b66\u4e60\u6570\u5b66\u7684\u7cbe\u5f69\u7cfb\u5217 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg\"><strong>\u8fd9\u91cc<\/strong><\/a> \u901a\u8fc7\u6743\u91cd\u548c\u504f\u5dee\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/wandb\/edu\/tree\/main\/math-for-ml\">\u6e90\u4ee3\u7801<\/a>)<\/p>\n<p>\u5982\u679c\u60a8\u66f4\u559c\u6b22\u4ee5\u4ee3\u7801\u4e3a\u4e2d\u5fc3\u7684\u7ebf\u6027\u4ee3\u6570\u65b9\u6cd5\uff0c\u8bf7\u63a2\u7d22 <a href=\"https:\/\/www.fast.ai\/posts\/2017-07-17-num-lin-alg.html\"><strong>\u8ba1\u7b97\u7ebf\u6027\u4ee3\u6570<\/strong><\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY\">\u89c6\u9891\u7cfb\u5217<\/a>, <a href=\"https:\/\/github.com\/fastai\/numerical-linear-algebra\">\u6e90\u4ee3\u7801<\/a>) \u7531 fast.ai \u7684\u5f00\u53d1\u4eba\u5458\u5206\u4eab\u3002<\/p>\n<p>\u8ddf\u968f <a href=\"https:\/\/pabloinsente.github.io\/intro-linear-algebra\"><strong>\u4f7f\u7528 Python \u8fdb\u884c\u673a\u5668\u5b66\u4e60\u7684\u7ebf\u6027\u4ee3\u6570\u7b80\u4ecb<\/strong><\/a> \u4e0e\u8bfe\u7a0b\u540c\u65f6\u8fdb\u884c\u3002<\/p>\n<p>\u5982\u679c\u60a8\u5e0c\u671b\u91c7\u7528\u66f4\u4f20\u7edf\u7684\u65b9\u6cd5\uff0c\u8bf7\u67e5\u770b <strong>\u4f26\u6566\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u8bb2\u5ea7<\/strong> \u2014 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3\">\u7ebf\u6027\u4ee3\u6570<\/a> &amp; <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23\">\u591a\u5143\u5fae\u79ef\u5206<\/a>.<\/p>\n<p>\u67e5\u770b 3Blue1Brown \u7684 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\"><strong>\u7ebf\u6027\u4ee3\u6570\u7684\u672c\u8d28<\/strong><\/a> \u548c <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr\"><strong>\u5fae\u79ef\u5206\u7684\u672c\u8d28<\/strong><\/a>.<\/p>\n<p>\u89c2\u5bdf <a href=\"https:\/\/www.youtube.com\/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9\"><strong>\u7edf\u8ba1\u57fa\u7840\u77e5\u8bc6<\/strong><\/a> \u7531 StatQuest \u63d0\u4f9b\u7edf\u8ba1\u6570\u636e<\/p>\n<p><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/p>\n<ul>\n<li>\u4e66\uff1a <a href=\"https:\/\/mml-book.github.io\/book\/mml-book.pdf\">\u673a\u5668\u5b66\u4e60\u6570\u5b66<\/a><\/li>\n<li>\u7eb8\uff1a <a href=\"https:\/\/arxiv.org\/pdf\/1802.01528.pdf\">\u6df1\u5ea6\u5b66\u4e60\u6240\u9700\u7684\u77e9\u9635\u5fae\u79ef\u5206<\/a><\/li>\n<\/ul>\n<h1><a id=\"tools\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8d44\u6e90<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/a2f650c2-d452-4d76-b506-6f26c9845d8c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u9054\u723e\u00b7E<\/p>\n<h2><a id=\"python\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>Python<\/h2>\n<p>\u521d\u5b66\u8005\u53ef\u4ee5\u4ece\u8fd9\u91cc\u5f00\u59cb\uff1a <a href=\"https:\/\/dabeaz-course.github.io\/practical-python\/Notes\/Contents.html\"><strong>\u5b9e\u7528 Python \u7f16\u7a0b<\/strong><\/a>.<\/p>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u719f\u7ec3\u638c\u63e1 Python\uff0c\u8bf7\u8003\u8651 <a href=\"https:\/\/github.com\/dabeaz-course\/python-mastery?tab=readme-ov-file\"><strong>\u9ad8\u7ea7 Python \u7cbe\u901a<\/strong><\/a><\/p>\n<p>\u8fd9\u4e24\u95e8\u8bfe\u7a0b\u90fd\u662f Python Cookbook \u521b\u5efa\u8005 David Beazley \u7684\u7cbe\u5f69\u8bfe\u7a0b\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6df1\u5165\u7814\u7a76 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLdQruVCKu10lhVEnAQqRncVc8EIQN-x-X\"><strong>\u8a79\u59c6\u65af\u00b7\u9c8d\u5a01\u5c14<\/strong> \u6f14\u8bb2<\/a><\/p>\n<p>\u63a2\u7d22 <a href=\"https:\/\/python-patterns.guide\/\">Python \u8bbe\u8ba1\u6a21\u5f0f<\/a>.<\/p>\n<p><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/p>\n<ul>\n<li>\u4e66\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/fluent-python-2nd\/9781492056348\/\">\u6d41\u5229\u7684 Python\uff0c\u7b2c\u4e8c\u7248<\/a> (<a href=\"https:\/\/github.com\/fluentpython\/example-code-2es\">\u6e90\u4ee3\u7801<\/a>)<\/li>\n<li>\u64ad\u5ba2\uff1a <a href=\"https:\/\/realpython.com\/podcasts\/rpp\/\">\u771f\u6b63\u7684 Python<\/a> &amp; <a href=\"https:\/\/talkpython.fm\/episodes\/all\">\u8c08\u8c08 Python<\/a><\/li>\n<\/ul>\n<h2><a id=\"pytorch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>PyTorch<\/h2>\n<p>\u624b\u8868 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz\">PyTorch \u6559\u7a0b<\/a> \u7ecf\u8fc7 <a href=\"https:\/\/www.youtube.com\/c\/AladdinPersion\">\u963f\u62c9\u4e01\u00b7\u4f69\u5c14\u677e<\/a><\/p>\n<p>PyTorch \u7f51\u7ad9\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u5185\u5bb9\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/pytorch.org\/examples\/\">PyTorch \u793a\u4f8b<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/tutorials\/index.html\">\u5b98\u65b9 PyTorch \u6559\u7a0b<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/docs\/stable\/notes\/faq.html\">\u5e38\u89c1\u95ee\u9898\u89e3\u7b54\u9875\u9762<\/a><\/li>\n<\/ul>\n<p>\u7528\u4e00\u4e9b\u8c1c\u9898\u6311\u6218\u81ea\u5df1<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/srush\/Tensor-Puzzles\">srush\/Tensor-Puzzles\uff1a\u89e3\u51b3\u96be\u9898\u3002\u589e\u5f3a\u4f60\u7684 PyTorch \u6280\u80fd<\/a><\/li>\n<\/ul>\n<p><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/p>\n<ul>\n<li>\u4e66\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/programming-pytorch-for\/9781492045342\/\">\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7f16\u5199 PyTorch \u7a0b\u5e8f<\/a><\/li>\n<\/ul>\n<h1><a id=\"machine-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u673a\u5668\u5b66\u4e60<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/6c6f3332-a0b2-4ce7-a474-42ad8068ac43\/0_3.webp\" alt=\"\" \/><\/p>\n<p>\u9054\u723e\u00b7E<\/p>\n<p>\u8bf7\u53c2\u9605 <a href=\"https:\/\/themlbook.com\/\">100 \u9875 ML<\/a> \u4e66\u3002<\/p>\n<h2><a id=\"write-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4ece\u5934\u5f00\u59cb\u5f00\u53d1<\/h2>\n<p>\u5728\u5b66\u4e60\u7684\u65f6\u5019\uff0c\u4ece\u5934\u5f00\u59cb\u5b9e\u73b0\u7b97\u6cd5\u3002<\/p>\n<p>\u67e5\u770b\u4e0b\u9762\u5217\u51fa\u7684\u5b58\u50a8\u5e93<\/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\">JeremyNixon\/\u7532\u9aa8\u6587<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/trekhleb\/homemade-machine-learning\">trekhleb\/\u81ea\u5236\u673a\u5668\u5b66\u4e60<\/a><\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u5177\u6709\u6311\u6218\u6027\u7684\u4efb\u52a1\uff0c\u8bf7\u6309\u7167\u672c\u8bfe\u7a0b\u4ece\u5934\u5f00\u59cb\u6784\u5efa PyTorch\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/minitorch.github.io\/\">MiniTorch\uff1a\u673a\u5668\u5b66\u4e60\u5de5\u7a0b DIY \u8bfe\u7a0b<\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLO45-80-XKkQyROXXpn4PfjF1J2tH46w8\">\u89c6\u9891\u7cfb\u5217<\/a>, <a href=\"https:\/\/github.com\/minitorch\">\u6e90\u4ee3\u7801<\/a>)<\/li>\n<\/ul>\n<h2><a id=\"compete\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c2\u52a0\u6bd4\u8d5b<\/h2>\n<p>\u5728\u7ade\u4e89\u573a\u666f\u4e2d\u8fd0\u7528\u4f60\u7684\u77e5\u8bc6\u3002<\/p>\n<ul>\n<li>\u5728\u4ee5\u4e0b\u5e73\u53f0\u4e0a\u53c2\u52a0\u673a\u5668\u5b66\u4e60\u7ade\u8d5b <a href=\"https:\/\/bitgrit.net\/competition\/\">\u6bd4\u7279\u683c\u91cc\u7279<\/a> \u548c <a href=\"https:\/\/www.kaggle.com\/\">\u5361\u683c\u52d2<\/a>\uff1b\u66f4\u591a\u5185\u5bb9\u8bf7\u89c1 <a href=\"https:\/\/towardsdatascience.com\/12-data-science-ai-competitions-to-advance-your-skills-in-2021-32e3fcb95d8c\">\u672c\u6587<\/a>.<\/li>\n<li>\u5ba1\u67e5 <a href=\"https:\/\/farid.one\/kaggle-solutions\">\u5148\u524d\u83b7\u80dc\u7684\u89e3\u51b3\u65b9\u6848<\/a> \u5e76\u5bf9\u5176\u8fdb\u884c\u5206\u6790<\/li>\n<\/ul>\n<h2><a id=\"do-side-projects\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a><strong>\u53c2\u4e0e\u4e1a\u4f59\u9879\u76ee<\/strong><\/h2>\n<p>\u63a2\u7d22 <a href=\"https:\/\/vickiboykis.com\/2020\/06\/09\/getting-machine-learning-to-production\/\">\u5c06\u673a\u5668\u5b66\u4e60\u5f15\u5165\u751f\u4ea7<\/a> \u4f5c\u8005 Vicki Boykis<\/p>\n<p>\u5979\u8fd8\u8bb0\u5f55\u4e86\u81ea\u5df1\u5efa\u9020 <a href=\"https:\/\/vickiboykis.com\/2024\/01\/05\/retro-on-viberary\/\">\u7ef4\u4f2f\u745e<\/a>\uff0c\u4e00\u4e2a\u8bed\u4e49\u56fe\u4e66\u641c\u7d22\u5f15\u64ce\u3002<\/p>\n<p>\u83b7\u53d6\u6570\u636e\u96c6\u5e76\u5f00\u53d1\u6a21\u578b\uff08\u4f8b\u5982\uff0c\u5229\u7528 <a href=\"https:\/\/www.earthdata.nasa.gov\/learn\/blog\/earthaccess\">\u5730\u7403\u901a\u9053<\/a> \u7528\u4e8e NASA \u5730\u7403\u6570\u636e\uff09\u3002<\/p>\n<p>\u4f7f\u7528\u4ee5\u4e0b\u65b9\u5f0f\u6784\u5efa\u7528\u6237\u754c\u9762 <a href=\"https:\/\/streamlit.io\/\">\u6d41\u5149<\/a> \u5e76\u5728 Twitter \u4e0a\u5206\u4eab\u3002<\/p>\n<h2><a id=\"deploy-them\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u90e8\u7f72\u6a21\u578b<\/h2>\n<p>\u5c06\u6a21\u578b\u6295\u5165\u751f\u4ea7\u3002\u8ddf\u8e2a\u60a8\u7684\u5b9e\u9a8c\u3002\u5b66\u4e60\u76d1\u63a7\u6a21\u578b\u3002\u4eb2\u8eab\u4f53\u9a8c\u6570\u636e\u548c\u6a21\u578b\u6f02\u79fb\u3002<\/p>\n<p>\u63a2\u7d22\u8fd9\u4e9b\u5b9d\u8d35\u7684\u8d44\u6e90<\/p>\n<ul>\n<li><a href=\"https:\/\/madewithml.com\/\">\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u5236\u4f5c<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/DataTalksClub\/mlops-zoomcamp\">DataTalksClub\/mlops-zoomcamp\uff1a\u514d\u8d39 MLOps \u8bfe\u7a0b<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/chiphuyen\/machine-learning-systems-design\">chiphuyen\/\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u8bbe\u8ba1<\/a><\/li>\n<li><a href=\"https:\/\/www.evidentlyai.com\/ml-system-design\">\u663e\u7136 AI \u2014 ML \u7cfb\u7edf\u8bbe\u8ba1\uff1a300 \u4e2a\u6848\u4f8b\u7814\u7a76<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/stas00\/ml-engineering\">stas00\/ml-engineering\uff1a\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5728\u7ebf\u4e66\u7c4d<\/a><\/li>\n<\/ul>\n<h2><a id=\"supplementary\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5176\u4ed6\u8d44\u6e90<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/machine-learning-with\/9781801819312\/\">\u4f7f\u7528 PyTorch \u548c Scikit-Learn \u8fdb\u884c\u673a\u5668\u5b66\u4e60<\/a> (<a href=\"https:\/\/github.com\/rasbt\/machine-learning-book\">\u6e90\u4ee3\u7801<\/a>)<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1811.12808\">[1811.12808] \u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6a21\u578b\u8bc4\u4f30\u3001\u6a21\u578b\u9009\u62e9\u548c\u7b97\u6cd5\u9009\u62e9<\/a><\/li>\n<li><a href=\"https:\/\/huyenchip.com\/ml-interviews-book\/\">\u673a\u5668\u5b66\u4e60\u5165\u95e8\u9762\u8bd5\u4e66\u00b7MLIB<\/a><\/li>\n<\/ul>\n<h1><a id=\"deep-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6df1\u5ea6\u5b66\u4e60<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/309c3b6c-52ec-4ad6-8bfd-fac1976b5b1c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u5bf9\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u611f\u5174\u8da3\u7684\u4eba\uff0c\u53ef\u4ee5\u4ece fast.ai \u5f00\u59cb\u3002<\/p>\n<h2><a id=\"fast-ai\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>Fast.ai<\/h2>\n<ul>\n<li>fast.ai\uff08<a href=\"https:\/\/course.fast.ai\/\">\u7b2c1\u90e8\u5206<\/a>, <a href=\"https:\/\/course.fast.ai\/Lessons\/part2.html\">\u7b2c2\u90e8\u5206<\/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 \u5b66\u4e60\u5c0f\u7ec4<\/a><\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u559c\u6b22 fast.ai\uff0c\u63a2\u7d22 <a href=\"https:\/\/fullstackdeeplearning.com\/course\/2022\">\u5168\u6808\u6df1\u5ea6\u5b66\u4e60<\/a>.<\/p>\n<p>\u5982\u9700\u66f4\u6df1\u5165\u3001\u66f4\u4f20\u7edf\u7684\u8bfe\u7a0b\uff0c\u8bf7\u8003\u8651\u67e5\u770b <a href=\"https:\/\/fleuret.org\/dlc\/\">UNIGE 14\u00d7050 \u2014 \u6df1\u5ea6\u5b66\u4e60<\/a> \u7ecf\u8fc7 <a href=\"https:\/\/fleuret.org\/francois\/\">\u5f17\u6717\u7d22\u74e6\u00b7\u5f17\u52d2\u96f7<\/a>.<\/p>\n<p>\u5982\u679c\u60a8\u4ee5\u540e\u9700\u8981\u6df1\u5165\u7814\u7a76\u7406\u8bba\uff0c\u8fd9\u4e9b\u90fd\u662f\u6781\u597d\u7684\u8d44\u6e90\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/d2l.ai\/index.html\">\u6df1\u5165\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60<\/a> \uff08\u5305\u542b PyTorch\u3001NumPy\/MXNet\u3001JAX \u548c TensorFlow \u4e2d\u7684\u4ee3\u7801\u793a\u4f8b\uff09<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">\u6df1\u5ea6\u5b66\u4e60<\/a> \u4f5c\u8005\uff1aIan Goodfellow\u3001Yoshua Bengio \u548c Aaron Courville<\/li>\n<li><a href=\"http:\/\/neuralnetworksanddeeplearning.com\">\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60<\/a><\/li>\n<li><a href=\"https:\/\/udlbook.github.io\/udlbook\/\">\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60<\/a> \uff08\u5177\u6709\u5b9e\u9645 <a href=\"https:\/\/github.com\/udlbook\/udlbook\/tree\/main\/Notebooks\">\u7b14\u8bb0\u672c<\/a>)<\/li>\n<\/ul>\n<p>\u8bfb <a href=\"https:\/\/fleuret.org\/francois\/lbdl.html\"><strong>\u6df1\u5ea6\u5b66\u4e60\u5c0f\u518c\u5b50<\/strong><\/a> \u800c\u4e0d\u662f\u6eda\u52a8\u6d4f\u89c8 Twitter\u3002<\/p>\n<p>\u5728\u4f60\u7684\u795e\u7ecf\u7f51\u7edc\u4e0d\u65ad\u8fdb\u6b65\u65f6\u9605\u8bfb\u8fd9\u4e9b\u5185\u5bb9\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/karpathy.github.io\/2019\/04\/25\/recipe\">\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u79d8\u8bc0<\/a><\/li>\n<li><a href=\"https:\/\/karpathy.github.io\/2022\/03\/14\/lecun1989\/\">\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff1a33 \u5e74\u524d\u548c 33 \u5e74\u540e<\/a><\/li>\n<\/ul>\n<h2><a id=\"do-more-competitions\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c2\u52a0\u66f4\u591a\u6bd4\u8d5b<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\/competitions\/planttraits2024\">\u690d\u7269\u7279\u60272024 \u2014 FGVC11 |\u5361\u683c\u52d2<\/a> \uff08\u8ba1\u7b97\u673a\u89c6\u89c9\uff09<\/li>\n<\/ul>\n<h2><a id=\"implement-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5b9e\u65bd\u7814\u7a76\u8bba\u6587<\/h2>\n<p>\u63a2\u7d22 <a href=\"https:\/\/nn.labml.ai\/index.html\">labml.ai \u5e26\u6ce8\u91ca\u7684 PyTorch \u8bba\u6587\u5b9e\u73b0<\/a><\/p>\n<p>\u8bba\u6587\u4e0e\u4ee3\u7801\u662f\u5b9d\u8d35\u7684\u8d44\u6e90\uff1b\u8bf7\u67e5\u770b <a href=\"https:\/\/paperswithcode.com\/method\/bert\">BERT \u89e3\u91ca<\/a> \u5728\u4ed6\u4eec\u7684\u5e73\u53f0\u4e0a\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6df1\u5ea6\u5b66\u4e60\u7279\u5b9a\u9886\u57df\u7684\u4e00\u4e9b\u53c2\u8003\u8d44\u6599<\/p>\n<h2><a id=\"computer-vision\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8ba1\u7b97\u673a\u89c6\u89c9<\/h2>\n<p>\u8bb8\u591a\u4eba\u5efa\u8bae <a href=\"http:\/\/cs231n.stanford.edu\/\">CS231n\uff1a\u8ba1\u7b97\u673a\u89c6\u89c9\u6df1\u5ea6\u5b66\u4e60<\/a> \u5f53\u7136\u3002\u8fd9\u5f88\u8270\u96be\uff0c\u4f46\u53ea\u8981\u4f60\u575a\u6301\uff0c\u5c31\u4f1a\u6709\u56de\u62a5\u3002<\/p>\n<h2><a id=\"reinforcement-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f3a\u5316\u5b66\u4e60<\/h2>\n<p>\u5bf9\u4e8e RL \u7231\u597d\u8005\u6765\u8bf4\uff0c\u8fd9\u4e9b\u8d44\u6e90\u975e\u5e38\u68d2\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/\">\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u52a0\u901f<\/a> \u4f5c\u8005\uff1aOpenAI<\/li>\n<li><a href=\"https:\/\/huggingface.co\/learn\/deep-rl-course\/unit0\/introduction\">\ud83e\udd17 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u8bfe\u7a0b - Hugging Face<\/a><\/li>\n<\/ul>\n<h2><a id=\"nlp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/h2>\n<p>\u65af\u5766\u798f\u5927\u5b66\u53e6\u4e00\u95e8\u51fa\u8272\u7684\u8bfe\u7a0b\uff0c <a href=\"https:\/\/web.stanford.edu\/class\/archive\/cs\/cs224n\/cs224n.1234\/\">CS 224N | \u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/a><\/p>\n<p>\u719f\u6089 Hugging Face\uff1a <a href=\"https:\/\/huggingface.co\/learn\/nlp-course\/chapter1\/1\">\u62e5\u62b1\u9762\u5b54 NLP \u8bfe\u7a0b<\/a><\/p>\n<p>\u63a2\u7d22 <a href=\"https:\/\/notebooks.quantumstat.com\/?trk=public_post-text\">\u8d85\u7ea7 NLP Repo<\/a><\/p>\n<p><strong>\u4fe1\u606f\u6587\u7ae0\u548c\u7ec6\u76ee\u5206\u7c7b<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/mccormickml.com\/2019\/11\/11\/bert-research-ep-1-key-concepts-and-sources\">BERT \u7814\u7a76 \u2014 \u7b2c 1 \u96c6 \u2014 \u5173\u952e\u6982\u5ff5\u548c\u6765\u6e90 \u00b7 Chris McCormick<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-word2vec\">\u56fe\u89e3 Word2vec \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-bert\">\u56fe\u89e3 BERT\u3001ELMo \u7b49\uff08NLP \u5982\u4f55\u7834\u89e3\u8fc1\u79fb\u5b66\u4e60<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\">\u7406\u89e3 LSTM \u7f51\u7edc \u2014 colah \u7684\u535a\u5ba2<\/a><\/li>\n<li><a href=\"https:\/\/jaketae.github.io\/study\/pytorch-rnn\/\">\u4ece Scratch \u5f00\u59cb\u7684 PyTorch RNN \u2014 Jake Tae<\/a><\/li>\n<\/ul>\n<p><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/transformersbook.com\/\">\u4f7f\u7528 Transformer \u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/a><\/li>\n<\/ul>\n<h1><a id=\"large-language-models\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b850e8ce-21be-4566-95b4-08427c6c4128\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u4ece\u89c2\u770b[\u5f00\u59cb<a href=\"https:\/\/www.youtube.com\/watch?v=zjkBMFhNj_g\">1 \u5c0f\u65f6\u6f14\u8bb2] \u5927\u578b\u8bed\u8a00\u6a21\u578b\u7b80\u4ecb<\/a> \u4f5c\u8005\uff1aAndrej\u3002<\/p>\n<p>\u7136\u540e\u9000\u623f <a href=\"https:\/\/www.youtube.com\/watch?v=KCXDr-UOb9A\">\u4e94\u5927\u516c\u5f0f\u4e2d\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/a>\uff0c \u7ecf\u8fc7 <a href=\"https:\/\/tech.cornell.edu\/people\/alexander-rush\/\">Alexander Rush\u2014\u2014\u5eb7\u5948\u5c14\u79d1\u6280<\/a><\/p>\n<h2><a id=\"watch-neural-networks-zero-to-hero\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u89c2\u770b\u795e\u7ecf\u7f51\u7edc\uff1a\u4ece\u96f6\u5230\u82f1\u96c4<\/h2>\n<p>\u5b83\u4ece\u5934\u5f00\u59cb\u9610\u660e\u548c\u7f16\u7801\u53cd\u5411\u4f20\u64ad\u5f00\u59cb\uff0c\u6700\u7ec8\u4ece\u5934\u5f00\u59cb\u5f00\u53d1 GPT\u3002<\/p>\n<p><a href=\"https:\/\/karpathy.ai\/zero-to-hero.html\"><strong>\u795e\u7ecf\u7f51\u7edc\uff1a\u4ece\u96f6\u5230\u82f1\u96c4\uff08\u4f5c\u8005\uff1aAndrej Karpathy\uff09<\/strong><\/a><\/p>\n<p>Andrej \u6700\u8fd1\u5206\u4eab\u4e86\u4e00\u6bb5\u65b0\u89c6\u9891 \u2192 <a href=\"https:\/\/www.youtube.com\/watch?v=zduSFxRajkE\"><strong>\u8ba9\u6211\u4eec\u6784\u5efa GPT Tokenizer<\/strong><\/a><\/p>\n<p>\u60a8\u53ef\u80fd\u8fd8\u60f3\u63a2\u7d22 <a href=\"https:\/\/jaykmody.com\/blog\/gpt-from-scratch\">60 \u884c NumPy \u4ee3\u7801\u5b9e\u73b0 GPT | Jay Mody<\/a> \u5728\u6b64\u8fc7\u7a0b\u4e2d\u3002<\/p>\n<h2><a id=\"free-llm-boot-camp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u514d\u8d39 LLM \u8bad\u7ec3\u8425<\/h2>\n<p>\u514d\u8d39 <a href=\"https:\/\/fullstackdeeplearning.com\/llm-bootcamp\/\"><strong>\u6cd5\u5b66\u7855\u58eb\u8bad\u7ec3\u8425<\/strong><\/a> \u7531 Full Stack Deep Learning \u53d1\u5e03\u3002<\/p>\n<p>\u8fd9\u4e2a\u8bad\u7ec3\u8425\u6db5\u76d6\u4e86\u5feb\u901f\u5de5\u7a0b\u3001LLMOps\u3001LLM \u7684\u7528\u6237\u4f53\u9a8c\u3001\u4ee5\u53ca\u5982\u4f55\u5728\u4e00\u5c0f\u65f6\u5185\u542f\u52a8 LLM \u5e94\u7528\u7a0b\u5e8f\u7684\u6307\u5bfc\u3002<\/p>\n<p>\u5b8c\u6210\u8bad\u7ec3\u8425\u540e\uff0c\u6211\u6e34\u671b\u5efa\u9020\uff0c<\/p>\n<h2><a id=\"build-with-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5229\u7528\u6cd5\u5b66\u7855\u58eb\u8fdb\u884c\u5f00\u53d1<\/h2>\n<p>\u6709\u5174\u8da3\u4f7f\u7528\u6cd5\u5b66\u7855\u58eb (LLM) \u521b\u5efa\u5e94\u7528\u7a0b\u5e8f\u5417\uff1f<\/p>\n<p>\u624b\u8868 <a href=\"https:\/\/nips.cc\/virtual\/2023\/tutorial\/73948\">\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1<br \/>\n\u4f5c\u8005\uff1aAndrew Ng<\/a><\/p>\n<p>\u8bfb <a href=\"https:\/\/huyenchip.com\/2023\/04\/11\/llm-engineering.html\"><strong>\u6784\u5efa\u7528\u4e8e\u751f\u4ea7\u7684 LLM \u5e94\u7528\u7a0b\u5e8f<\/strong><\/a> \u4f5c\u8005 Huyen Chip<\/p>\n<p>\u4e5f <a href=\"https:\/\/eugeneyan.com\/writing\/llm-patterns\"><strong>\u6784\u5efa\u57fa\u4e8e LLM \u7684\u7cfb\u7edf\u548c\u4ea7\u54c1\u7684\u6a21\u5f0f<\/strong><\/a> \u4f5c\u8005 Eugene Yan<\/p>\n<p>\u54a8\u8be2 <a href=\"https:\/\/cookbook.openai.com\">OpenAI \u98df\u8c31<\/a> \u4ee5\u83b7\u53d6\u5b9e\u7528\u6307\u5357\u3002<\/p>\n<p>\u5229\u7528 <a href=\"https:\/\/vercel.com\/templates\/ai\">Vercel AI \u6a21\u677f<\/a> \u6765\u542f\u52a8\u4f60\u7684\u9879\u76ee\u3002<\/p>\n<h2><a id=\"participate-in-hackathons\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c2\u52a0\u9ed1\u5ba2\u9a6c\u62c9\u677e<\/h2>\n<p><a href=\"https:\/\/lablab.ai\/\">lablab.ai<\/a> \u6bcf\u5468\u4e3e\u529e\u65b0\u9c9c\u7684 AI \u9ed1\u5ba2\u9a6c\u62c9\u677e\u3002 <a href=\"https:\/\/twitter.com\/benxneo\">\u6b22\u8fce\u8054\u7cfb\u6211\u4eec<\/a> \u5982\u679c\u60a8\u6709\u5174\u8da3\u5408\u4f5c\uff01<\/p>\n<p>\u5982\u679c\u60a8\u5e0c\u671b\u66f4\u6df1\u5165\u5730\u63a2\u7a76\u7406\u8bba\u65b9\u9762\u5e76\u638c\u63e1\u4e00\u5207\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff1a<\/p>\n<h2><a id=\"read-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u9605\u8bfb\u8bba\u6587<\/h2>\n<p>\u4e00\u7bc7\u51fa\u8272\u7684\u6587\u7ae0 <a href=\"https:\/\/sebastianraschka.com\/\">\u585e\u5df4\u65af\u8482\u5b89\u00b7\u62c9\u65af\u5361<\/a> \u5728 <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/understanding-large-language-models\">\u7406\u89e3\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/a>\uff0c\u5448\u73b0\u60a8\u5fc5\u987b\u9605\u8bfb\u7684\u8bba\u6587\u6c47\u7f16\u3002<\/p>\n<p>\u5728\u6700\u8fd1\u7684\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u4ed6\u8fd8\u5206\u4eab\u4e86\u53e6\u4e00\u7bc7\u6587\u7ae0\uff0c <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/research-papers-in-january-2024\">2024 \u5e74 1 \u6708\u4f9b\u60a8\u5ba1\u8bae\u7684\u8bba\u6587<\/a>\uff0c\u91cd\u70b9\u5173\u6ce8\u7c73\u65af\u7279\u62c9\u5c14\u6a21\u578b\u3002<\/p>\n<p>\u63a2\u7d22\u4ed6\u7684\u5b50\u5806\u6808 <a href=\"https:\/\/magazine.sebastianraschka.com\/\">\u9886\u5148 AI<\/a>.<\/p>\n<h2><a id=\"write-transformers-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4ece\u5934\u5f00\u59cb\u521b\u5efa\u53d8\u538b\u5668\u3002<\/h2>\n<p>\u7ec6\u8bfb <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-01-27-the-transformer-family-v2\/\">Transformer \u5bb6\u65cf 2.0 \u7248 | Lil&#039;Log<\/a> \u4ee5\u83b7\u5f97\u7b80\u6d01\u7684\u603b\u7ed3\u3002<\/p>\n<p>\u9009\u62e9\u9996\u9009\u683c\u5f0f\u5e76\u4ece\u5f00\u59cb\u5efa\u7acb\u5b83\u3002<\/p>\n<p><strong>\u6587\u6863<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\">\u4f60\u53ea\u9700\u8981\u6ce8\u610f\u529b<\/a><\/li>\n<li><a href=\"http:\/\/jalammar.github.io\/illustrated-transformer\/\">\u56fe\u89e3\u53d8\u538b\u5668<\/a><\/li>\n<li><a href=\"http:\/\/nlp.seas.harvard.edu\/annotated-transformer\/\">\u5e26\u6ce8\u91ca\u7684 Transformer<\/a> \u54c8\u4f5b<\/li>\n<li><a href=\"https:\/\/srush.github.io\/raspy\/\">\u50cf Transformer \u4e00\u6837\u601d\u8003<\/a><\/li>\n<\/ul>\n<p><strong>\u6587\u7ae0<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/01\/attention-mechanism\">\u4ece\u5934\u5f00\u59cb\u521b\u5efa Transformer \u2014 \u7b2c\u4e00\u90e8\u5206\uff1a\u6ce8\u610f\u529b\u673a\u5236<\/a> (<a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/28\/rest-of-the-transformer\">\u7b2c2\u90e8\u5206<\/a>) (<a href=\"https:\/\/github.com\/warner-benjamin\/commented-transformers\">\u4ee3\u7801<\/a>)<\/li>\n<li><a href=\"https:\/\/sebastianraschka.com\/blog\/2023\/self-attention-from-scratch.html\">\u4ece\u5934\u7406\u89e3\u548c\u7f16\u7801\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/a> \u7ecf\u8fc7 <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAxqHaUBEa6zzXN--gv-wd8ih0vevPvr9eU\">Sebastian Raschka \u535a\u58eb<\/a><\/li>\n<li><a href=\"https:\/\/peterbloem.nl\/blog\/transformers\">\u4ece\u96f6\u5f00\u59cb\u7684 Transformer<\/a><\/li>\n<\/ul>\n<p><strong>\u89c6\u89c9\u6548\u679c<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ISNdQcPhsts&amp;t=7449s\">\u5728 PyTorch \u4e0a\u4ece\u5934\u7f16\u5199 Transformer\uff0c\u5e76\u63d0\u4f9b\u5b8c\u6574\u7684\u89e3\u91ca\u3001\u8bad\u7ec3\u548c\u63a8\u7406<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=EPa98fyxZ-s&amp;list=PLdM8d_MWyPjV2vKl7Y2jnIIBRu522tiZc&amp;index=9\">NLP\uff1a\u4ece\u5934\u5f00\u59cb\u5b9e\u73b0 BERT \u548c Transformers<\/a><\/li>\n<\/ul>\n<p>\u73b0\u5728\uff0c\u60a8\u5df2\u7ecf\u53ef\u4ee5\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u53d8\u538b\u5668\u4e86\u3002\u4e0d\u8fc7\uff0c\u8fd8\u6709\u66f4\u591a\u4e8b\u60c5\u7b49\u7740\u60a8\u3002<\/p>\n<p>\u67e5\u770b\u8fd9\u4e9b <a href=\"https:\/\/www.youtube.com\/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM\"><strong>\u65af\u5766\u798f CS25 \u2014 \u53d8\u5f62\u91d1\u521a\u8054\u5408<\/strong><\/a> \u89c6\u9891\u3002<\/p>\n<h2><a id=\"some-good-blogs\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u535a\u5ba2\u6587\u7ae0<\/h2>\n<ul>\n<li><a href=\"https:\/\/bclarkson-code.github.io\/posts\/llm-from-scratch-scalar-autograd\/post.html\">\u68af\u5ea6\u4e0b\u964d\u5230\u75af\u72c2\u2014\u2014\u4ece\u96f6\u5f00\u59cb\u653b\u8bfb\u6cd5\u5b66\u7855\u58eb\u5b66\u4f4d<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-transformer\/\">\u56fe\u89e3\u53d8\u538b\u5668 \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/eugeneyan.com\/writing\/attention\/?curius=1935\">\u5173\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u548c Transformer \u7684\u4e00\u4e9b\u76f4\u89c9<\/a> \u4f5c\u8005 Eugene Yan<\/li>\n<li><a href=\"https:\/\/www.dipkumar.dev\/becoming-the-unbeatable\/posts\/gpt-kvcache\/\">\u52a0\u901f GPT \u2014 KV \u7f13\u5b58 | \u6210\u4e3a\u4e0d\u53ef\u6218\u80dc\u7684<\/a><\/li>\n<li><a href=\"https:\/\/shyam.blog\/posts\/beyond-self-attention\/\">\u8d85\u8d8a\u81ea\u6211\u6ce8\u610f\u529b\uff1a\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0<\/a><\/li>\n<li><a href=\"https:\/\/blog.briankitano.com\/llama-from-scratch\/\">\u4ece\u96f6\u5f00\u59cb\u7684\u9a86\u9a7c\uff08\u6216\u8005\u5982\u4f55\u4e0d\u54ed\u5c31\u5b9e\u73b0\u4e00\u7bc7\u8bba\u6587\uff09| Brian Kitano<\/a><\/li>\n<li><a href=\"https:\/\/magazine.sebastianraschka.com\/p\/lora-and-dora-from-scratch\">\u6539\u8fdb LoRA\uff1a\u4ece\u5934\u5f00\u59cb\u5b9e\u73b0\u6743\u91cd\u5206\u89e3\u4f4e\u79e9\u81ea\u9002\u5e94 (DoRA)<\/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>\u770b\u6cd5 <a href=\"https:\/\/www.youtube.com\/@umarjamilai\/videos\">\u5965\u9a6c\u5c14\u00b7\u8d3e\u7c73\u5c14<\/a><\/h2>\n<p>\u4ed6\u63d0\u4f9b\u4e86\u6709\u5173\u8bba\u6587\u7684\u8be6\u7ec6\u89c6\u9891\u89c1\u89e3\uff0c\u5305\u62ec\u968f\u9644\u7684\u4ee3\u7801\u6f14\u793a\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PXWYUTMt-AU\">LoRA\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4f4e\u79e9\u9002\u5e94\u2014\u2014\u4ece\u5934\u5f00\u59cb\u7684\u89c6\u89c9\u89e3\u91ca + PyTorch \u4ee3\u7801<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=UiX8K-xBUpE\">Mistral \/ Mixtral \u89e3\u91ca\uff1a\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u3001\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u3001\u6eda\u52a8\u7f13\u51b2\u533a<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bCz4OMemCcA\">\u4f60\u6240\u9700\u8981\u7684\u5c31\u662f\u6ce8\u610f\u529b\uff08Transformer\uff09\u2014\u2014\u6a21\u578b\u89e3\u91ca\uff08\u5305\u62ec\u6570\u5b66\uff09\u3001\u63a8\u7406\u548c\u8bad\u7ec3<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Mn_9W1nCFLo\">LLaMA \u89e3\u91ca\uff1aKV-Cache\u3001\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165\u3001RMS \u8303\u6570\u3001\u5206\u7ec4\u67e5\u8be2\u6ce8\u610f\u3001SwiGLU<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=rhZgXNdhWDY\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u89e3\u91ca\uff1a\u5d4c\u5165\u3001\u53e5\u5b50 BERT\u3001\u5411\u91cf\u6570\u636e\u5e93 (HNSW)<\/a><\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u4e0e LLM \u76f8\u5173\u7684\u5176\u4ed6\u8d44\u6e90\uff0c\u4f46\u5e76\u975e\u8be6\u5c3d\u65e0\u9057\u3002\u8bf7\u53c2\u9605 <a href=\"https:\/\/github.com\/mlabonne\/llm-course\"><strong>\u6cd5\u5b66\u7855\u58eb\u8bfe\u7a0b\u5927\u7eb2<\/strong><\/a> \u4e86\u89e3\u6709\u5173 LLM \u7684\u8be6\u7ec6\u6982\u8ff0\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>\u638c\u63e1\u5f00\u6e90\u6a21\u578b\u7684\u6267\u884c\u3002<\/h2>\n<p>\u5229\u7528 <a href=\"https:\/\/github.com\/ollama\/ollama\">ollama\uff1a\u5728\u672c\u5730\u542f\u52a8\u5e76\u8fd0\u884c Llama 2\u3001Mistral \u548c\u5176\u4ed6\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/a><\/p>\n<p>Python \u548c JavaScript \u5e93\u6700\u8fd1\u53d1\u5e03 <a href=\"https:\/\/ollama.ai\/blog\/python-javascript-libraries\">\u8fd9\u91cc<\/a><\/p>\n<h2><a id=\"prompt-engineering\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c2\u4e0e\u53ca\u65f6\u5de5\u7a0b<\/h2>\n<p>\u54a8\u8be2 <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-03-15-prompt-engineering\">\u5feb\u901f\u5de5\u7a0b | Lil&#039;Log<\/a><\/p>\n<p><a href=\"https:\/\/www.deeplearning.ai\/short-courses\/chatgpt-prompt-engineering-for-developers\/\">ChatGPT \u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u5feb\u901f\u5de5\u7a0b<\/a> \u4f5c\u8005\uff1aIse Fulford (OpenAI) \u548c Andrew Ng<\/p>\n<p>\u6df1\u5165\u7814\u7a76\u5176\u4ed6 <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/\">\u7b80\u77ed\u7684<\/a> DeepLearning.ai \u63d0\u4f9b\u514d\u8d39\u8bfe\u7a0b\u3002<\/p>\n<h2><a id=\"fine-tuning-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u901a\u8fc7\u5fae\u8c03\u589e\u5f3a\u6cd5\u5b66\u7855\u58eb<\/h2>\n<p>\u8bf7\u53c2\u9605 <a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/training\">Hugging Face \u5fae\u8c03\u6307\u5357<\/a>.<\/p>\n<p>\u5b9e\u7528\u6307\u5bfc\uff1a <a href=\"https:\/\/ravinkumar.com\/GenAiGuidebook\/language_models\/finetuning.html\">\u5fae\u8c03 \u2014 GenAI \u6307\u5357<\/a><\/p>\n<p>\u53d1\u73b0 <a href=\"https:\/\/github.com\/OpenAccess-AI-Collective\/axolotl?curius=2790\">\u58a8\u897f\u54e5\u949d\u53e3\u8788<\/a>.<\/p>\n<p>\u4ece\u8fd9\u7bc7\u4fe1\u606f\u4e30\u5bcc\u7684\u6587\u7ae0\u4e2d\u53d7\u76ca\uff1a <a href=\"https:\/\/towardsdatascience.com\/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac\">\u4f7f\u7528\u76f4\u63a5\u504f\u597d\u4f18\u5316\u5bf9 Mistral-7b \u6a21\u578b\u8fdb\u884c\u5fae\u8c03 | \u4f5c\u8005\uff1aMaxime Labonne<\/a><\/p>\n<h2><a id=\"rag\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u62b9\u5e03<\/h2>\n<p>Anyscale \u7684\u6770\u51fa\u4f5c\u54c1\uff1a <a href=\"https:\/\/www.anyscale.com\/blog\/a-comprehensive-guide-for-building-rag-based-llm-applications-part-1?curius=1144\">\u6784\u5efa\u57fa\u4e8e RAG \u7684 LLM \u5e94\u7528\u7a0b\u5e8f\u4ee5\u4f9b\u751f\u4ea7<\/a><\/p>\n<p>\u6df1\u5165\u5206\u6790 <a href=\"https:\/\/aman.ai\/primers\/ai\/RAG\/\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/a> \u7ecf\u8fc7 <a href=\"https:\/\/aman.ai\/\">\u963f\u66fc\u67e5\u8fbe<\/a><\/p>\n<h4><a id=\"ai-learning-resources\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>AI \u6559\u80b2\u8d44\u6e90<\/h4>\n<ul>\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/\">\u6279\u6b21 | DeepLearning.AI | AI \u65b0\u95fb\u4e0e\u89c1\u89e3<\/a><\/li>\n<li><a href=\"https:\/\/www.deeplearningweekly.com\/\">\u6df1\u5ea6\u5b66\u4e60\u5468\u520a<\/a><\/li>\n<li><a href=\"https:\/\/www.interconnects.ai\/\">\u4e92\u8fde | Nathan Lambert<\/a><\/li>\n<li><a href=\"https:\/\/www.aitidbits.ai\/\">AI \u8da3\u95fb | Sahar Mor<\/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>\u5176\u4ed6\u503c\u5f97\u63a2\u7d22\u7684\u8bfe\u7a0b\/\u6e05\u5355<\/h1>\n<p>\u867d\u7136\u6211\u7684\u6e05\u5355\u5e76\u4e0d\u8be6\u5c3d\uff0c\u4f46\u5982\u679c\u60a8\u9700\u8981\u66f4\u591a\u8d44\u6e90\uff0c\u8fd9\u91cc\u6709\u4e00\u4e9b\u5efa\u8bae\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/iconix\/openai\/blob\/master\/syllabus.md\">openai\/\u6559\u5b66\u5927\u7eb2.md<\/a><\/li>\n<li><a href=\"https:\/\/a16z.com\/ai-canon\">AI \u4f73\u80fd | Andreessen Horowitz<\/a><\/li>\n<li><a href=\"https:\/\/llm-utils.org\/AI+Learning+Curation\">AI \u5b66\u4e60\u7b56\u5212 \u2014 LLM Utils<\/a><\/li>\n<li><a href=\"https:\/\/www.openmlguide.org\/ai-portal-gun\/ai-portal-gun\/\">AI \u591a\u5143\u5b87\u5b99\u7684\u95e8\u69db | \u5f00\u653e\u6df1\u5ea6\u5b66\u4e60<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/louisfb01\/start-llms\">louisfb01\/start-llms\uff1a2023 \u5e74\u5f00\u59cb\u548c\u63d0\u9ad8 LLM 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