{"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\/ai-seo\/2024-\u5e74\u5b78\u7fd2\u4eba\u5de5\u667a\u6167\u8def\u7dda\u5716\/","title":{"rendered":"2024\u5e74\u638c\u63e1AI\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\u9ebc\uff0c\u60a8\u7684\u76ee\u6a19\u662f\u6df1\u5165\u7814\u7a76 AI\uff1f\u4f46\u60a8\u4e0d\u78ba\u5b9a\u5982\u4f55\u6216\u5f9e\u54ea\u88e1\u958b\u59cb\uff1f<\/p>\n<p>2020 \u5e74\uff0c\u6211\u5206\u4eab\u4e86\u4e00\u4efd\u6e05\u55ae <a href=\"https:\/\/towardsdatascience.com\/top-20-free-data-science-ml-and-ai-moocs-on-the-internet-4036bd0aac12\">\u7dda\u4e0a\u63d0\u4f9b 20 \u500b\u514d\u8cbb\u7684\u8cc7\u6599\u79d1\u5b78\u3001\u6a5f\u5668\u5b78\u7fd2\u548c AI MOOC<\/a>\u3002\u7136\u800c\uff0c\u6211\u9010\u6f38\u610f\u8b58\u5230\uff0c\u5831\u8b80\u773e\u591a\u8ab2\u7a0b\u4e26\u4e0d\u662f\u6700\u6709\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u70ba\u4e86\u64fa\u812b\u7121\u4f11\u7121\u6b62\u7684\u6559\u7a0b\u5faa\u74b0\u4e26\u771f\u6b63\u7372\u5f97\u5c08\u696d\u77e5\u8b58\uff0c\u60a8\u9700\u8981\u53c3\u8207\u5be6\u969b\u61c9\u7528\uff0c\u5f9e\u982d\u958b\u59cb\u958b\u767c\u6f14\u7b97\u6cd5\uff0c\u5be6\u73fe\u7814\u7a76\u8ad6\u6587\uff0c\u4e26\u958b\u5c55\u5f15\u4eba\u5165\u52dd\u7684 AI \u5c08\u6848\u4f86\u89e3\u6c7a\u73fe\u5be6\u4e16\u754c\u7684\u554f\u984c\u3002<\/p>\n<p>\u9019\u4ef6\u4f5c\u54c1\u529b\u5716\u6253\u9020\u4e00\u500b <strong>\u514d\u8cbb\u7684<\/strong> \u7b26\u5408\u9019\u610f\u8b58\u5f62\u614b\u7684\u8ab2\u7a0b\u3002\u6211\u6b63\u5728\u7a4d\u6975\u5b78\u7fd2\u5176\u4e2d\u4e00\u4e9b\u8ab2\u7a0b\uff0c\u56e0\u6b64\u8acb\u96a8\u610f <a href=\"https:\/\/www.bneo.xyz\/contact\"><strong>\u4fdd\u6301\u806f\u7e6b<\/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>\u9818\u82f1<\/strong><\/a> \u5982\u679c\u4f60\u60f3\u548c\u6211\u4e00\u8d77\u5b78\u7fd2\uff01<\/p>\n<p>\u53e6\u5916\uff0c\u5982\u6709\u907a\u6f0f\uff0c\u9084\u8acb\u5927\u5bb6\u6279\u8a55\u6307\u6b63\uff01<\/p>\n<p>\u5728\u6df1\u5165\u7814\u7a76\u7d30\u7bc0\u4e4b\u524d\uff0c\u9700\u8981\u8003\u616e\u4e00\u4e9b\u95dc\u65bc\u8ab2\u7a0b\u7684\u898b\u89e3\u548c\u4e00\u4e9b\u95dc\u65bc\u5b78\u7fd2\u904e\u7a0b\u7684\u6307\u5c0e\u3002<\/p>\n<h1><a id=\"top-down-approach\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f9e\u4e0a\u5230\u4e0b\u958b\u59cb<\/h1>\n<p>\u672c\u8ab2\u7a0b\u63a1\u7528\u7531\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u8ad6\u2014\u2014 <strong>\u6700\u521d\u5c08\u6ce8\u65bc\u7de8\u78bc\uff0c\u5f8c\u4f86\u5c08\u6ce8\u65bc\u7406\u8ad6<\/strong>.<\/p>\n<p>\u6211\u66f4\u559c\u6b61 <strong>\u51fa\u65bc\u5fc5\u8981\u800c\u5b78\u7fd2<\/strong>\u3002\u6bcf\u7576\u9700\u8981\u89e3\u6c7a\u554f\u984c\u3001\u8a2d\u8a08\u89e3\u6c7a\u65b9\u6848\u6216\u5efa\u7acb\u539f\u578b\u6642\uff0c\u6211\u90fd\u6703\u5ee3\u6cdb\u641c\u5c0b\u57fa\u672c\u8a0a\u606f\uff0c\u7406\u89e3\u5b83\uff0c\u7136\u5f8c\u63a1\u53d6\u884c\u52d5\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u6211\u7684\u76ee\u6a19\u662f\u767c\u5c55\u6210\u70ba\u4e00\u500b <a href=\"https:\/\/www.latent.space\/p\/ai-engineer\">AI\u5de5\u7a0b\u5e2b<\/a> \u7cbe\u901a\u57fa\u790e\u6c34\u6e96\u7684\u6cd5\u5b78\u78a9\u58eb\u3002\u9019\u9700\u8981\u5f9e\u982d\u958b\u59cb\u7de8\u78bc Transformer \u4e26\u5728 GPU \u4e0a\u5fae\u8abf LLM \u7684\u80fd\u529b\u3002\u76ee\u524d\uff0c\u7531\u65bc\u6211\u7684\u77e5\u8b58\u5dee\u8ddd\uff0c\u6211\u7f3a\u4e4f\u9019\u7a2e\u719f\u7df4\u7a0b\u5ea6\uff0c\u6211\u6c7a\u5fc3\u5f4c\u88dc\u9019\u4e00\u5dee\u8ddd\u3002<\/p>\n<p>\u672c\u8ab2\u7a0b\u4e3b\u8981\u8457\u91cd\u65bcNLP\uff1b\u5982\u679c\u60a8\u5c0d\u96fb\u8166\u8996\u89ba\u6216\u5f37\u5316\u5b78\u7fd2\u7b49\u5176\u4ed6 AI \u5c08\u696d\u611f\u8208\u8da3\uff0c\u8acb\u5728\u4e0b\u9762\u767c\u8868\u8a55\u8ad6\u6216\u76f4\u63a5\u7d66\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>\u9818\u82f1<\/strong><\/a>\u3002\u6211\u5c07\u70ba\u60a8\u63d0\u4f9b\u4e00\u4e9b\u63a8\u85a6\u7684\u8cc7\u6e90\u3002<\/p>\n<p>\u5728\u7528\u5927\u91cf\u93c8\u63a5\u6df9\u6c92\u60a8\u4e4b\u524d\uff0c\u6211\u5e0c\u671b\u6709\u4eba\u5f37\u8abf\u904e <strong>\u5169\u500b\u95dc\u9375\u65b9\u9762<\/strong> \u5728\u958b\u59cb\u5b78\u7fd2\u4e4b\u65c5\u4e4b\u524d\u6211\u5c31\u61c9\u8a72\u8981\u610f\u8b58\u5230\u9019\u4e00\u9ede\u3002<\/p>\n<h1><a id=\"learn-in-public\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u516c\u5171\u9818\u57df\u7684\u6559\u80b2<\/h1>\n<p>\u77e5\u8b58\u9818\u57df\u5ee3\u95ca\uff0c\u6301\u7e8c\u5b78\u7fd2\u52e2\u5728\u5fc5\u884c\uff0c\u7279\u5225\u662f\u5728 AI \u9818\u57df\uff0c\u6bcf\u9031\u90fd\u6703\u51fa\u73fe\u7a81\u7834\u6027\u7684\u7814\u7a76\u548c\u6982\u5ff5\u3002<\/p>\n<p>\u4e00\u500b\u4eba\u53ef\u80fd\u72af\u7684\u6700\u56b4\u91cd\u7684\u932f\u8aa4\u5c31\u662f\u5c07\u5b78\u7fd2\u9650\u5236\u5728\u79c1\u4eba\u9818\u57df\u3002\u9019\u6a23\u505a\u5c31\u6703\u9650\u88fd\u6210\u9577\u6a5f\u6703\u3002\u50c5\u50c5\u5b8c\u6210\u4efb\u52d9\u662f\u6c92\u6709\u610f\u7fa9\u7684\u3002\u66f4\u6709\u50f9\u503c\u7684\u662f\u4f60\u5982\u4f55\u5438\u6536\u8a0a\u606f\uff0c\u5c07\u5176\u8f49\u5316\u70ba\u77e5\u8b58\u9032\u884c\u50b3\u64ad\uff0c\u4e26\u57fa\u65bc\u9019\u4e9b\u77e5\u8b58\u69cb\u601d\u5275\u65b0\u7684\u89e3\u6c7a\u65b9\u6848\u548c\u60f3\u6cd5\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u81f3\u95dc\u91cd\u8981\u7684\u662f <a href=\"https:\/\/www.swyx.io\/learn-in-public\"><strong>\u5728\u516c\u5171\u5834\u6240\u9032\u884c\u6559\u80b2<\/strong><\/a>.<\/p>\n<p>\u9019\u53ef\u80fd\u9700\u8981\uff1a<\/p>\n<ul>\n<li>\u8d77\u8349\u535a\u5ba2\u548c\u6559\u7a0b<\/li>\n<li>\u53c3\u52a0\u9ed1\u5ba2\u677e\u4e26\u8207\u540c\u5115\u5408\u4f5c<\/li>\n<li>\u5728 Discord \u793e\u7fa4\u4e2d\u63d0\u51fa\u4e26\u89e3\u6c7a\u7591\u554f<\/li>\n<li>\u8457\u624b\u500b\u4eba\u6709\u8208\u8da3\u7684\u9805\u76ee<\/li>\n<li>\u5728 Twitter \u4e0a\u5206\u4eab\u65b0\u767c\u73fe<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u8aaa\u5230\u63a8\u7279\uff0c<\/p>\n<h1><a id=\"use-twitter\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u4f7f\u7528 Twitter \u4f5c\u70ba\u5de5\u5177<\/h1>\n<p>\u7576\u6709\u6548\u5730\u4e26\u6839\u64da\u6b63\u78ba\u7684\u500b\u4eba\u4f7f\u7528\u6642\uff0cTwitter \u88ab\u8b49\u660e\u662f\u7576\u4ee3\u6700\u6709\u50f9\u503c\u7684\u793e\u4ea4\u5e73\u53f0\u3002<\/p>\n<p><strong>\u8ddf\u96a8\u8ab0<\/strong>\uff1f\u770b\u770b\u9019\u500b\u7cbe\u5fc3\u7b56\u5283\u7684 <a href=\"https:\/\/twitter.com\/i\/lists\/1539497752140206080?s=20\">Suhail \u7684 AI \u5217\u8868<\/a>.<\/p>\n<p><strong>\u4f7f\u7528\u63a8\u7279<\/strong>\uff1f\u8acb\u53c3\u95b1\u9644\u8fd1\u7684\u6307\u5357 <a href=\"https:\/\/near.blog\/how-to-twitter-successfully\/?curius=1935\">\u6709\u6548\u7684\u63a8\u7279\u5be6\u8e10<\/a>.<\/p>\n<p>\u806f\u7d61 Twitter \u4e0a\u7684\u500b\u4eba\u3002\u771f\u8aa0\u3001\u7c21\u6f54\u4e26\u6e05\u695a\u5730\u8868\u9054\u60a8\u7684\u8981\u6c42\u3002\u672c\u6307\u5357\u95dc\u65bc <a href=\"https:\/\/sriramk.com\/coldemail\/\">\u88fd\u4f5c\u51b7\u90f5\u4ef6<\/a> Sriram Krishnan \u7684\u8457\u4f5c\u4e5f\u9069\u7528\u65bc\u79c1\u8a0a\u3002<\/p>\n<p><strong>\u63a8\u6587\u7d44\u6210\uff1f<\/strong> \u53c3\u8003 <a href=\"https:\/\/jxnl.github.io\/blog\/writing\/2024\/01\/11\/anatomy-of-a-tweet\/#hook\">\u63a8\u6587\u7684\u5143\u7d20<\/a> \u7d93\u904e <a href=\"https:\/\/twitter.com\/jxnlco\">\u8cc8\u68ee<\/a>\uff0c\u958b\u767c\u5546 <a href=\"https:\/\/github.com\/jxnl\/instructor\">\u8b1b\u5e2b<\/a>\uff0c\u5e7e\u500b\u6708\u5167\u5c31\u7d2f\u7a4d\u4e86 14,000 \u540d\u7c89\u7d72\u3002<\/p>\n<p>\u5982\u679c\u60a8\u6b63\u5728\u95b1\u8b80\u672c\u6587\uff0c\u8acb\u57f7\u884c\u4ee5\u4e0b\u64cd\u4f5c <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u5728\u63a8\u7279\u4e0a\u95dc\u6ce8\u6211<\/strong><\/a>!<\/p>\n<p><a href=\"https:\/\/twitter.com\/benxneo\"><strong>\u806f\u7d61\u6211<\/strong><\/a> \u95dc\u65bc\u60a8\u6b63\u5728\u9032\u884c\u7684\u9805\u76ee\uff01\u5728\u6709\u8da3\u7684\u4e8b\u696d\u4e0a\u7684\u5408\u4f5c\u7e3d\u662f\u5f15\u8d77\u6211\u7684\u8208\u8da3\u3002<\/p>\n<p>\u73fe\u5728\u8b93\u6211\u5011\u6df1\u5165\u7814\u7a76\u7d30\u7bc0\u3002<\/p>\n<h1><a id=\"table-of-contents\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5167\u5bb9\u6982\u8ff0<\/h1>\n<ul>\n<li><a href=\"#aed3\"><strong>\u6578\u5b78\u57fa\u790e<\/strong><\/a><\/li>\n<li><a href=\"#102a\"><strong>\u63a8\u85a6\u5de5\u5177<\/strong><\/a><br \/>\n\u2218 <a href=\"#6e37\">Python<\/a><br \/>\n\u2218 <a href=\"#58a1\">\u706b\u70ac<\/li>\n<li><a href=\"#35df\"><strong>\u6a5f\u5668\u5b78\u7fd2<\/strong><\/a><br \/>\n\u2218 <a href=\"#00a3\">\u5f9e\u982d\u958b\u59cb\u5275\u5efa\u6f14\u7b97\u6cd5<\/a><br \/>\n\u2218 <a href=\"#badd\">\u53c3\u52a0\u6bd4\u8cfd<\/a><br \/>\n\u2218 <a href=\"#9532\">\u526f\u696d\u9805\u76ee\u7684\u57f7\u884c<\/a><br \/>\n\u2218 <a href=\"#5478\">\u5c08\u6848\u90e8\u7f72<\/a><br \/>\n\u2218 <a href=\"#f11d\">\u88dc\u5145\u8cc7\u6599<\/a><\/li>\n<li><a href=\"#749a\"><strong>\u6df1\u5ea6\u5b78\u7fd2<\/strong><\/a><br \/>\n\u2218 <a href=\"#2c56\">\u5feb\u901f\u4eba\u5de5\u667a\u6167<\/a><br \/>\n\u2218 <a href=\"#e484\">\u53c3\u8207\u66f4\u591a\u6bd4\u8cfd<\/a><br \/>\n\u2218 <a href=\"#3352\">\u7814\u7a76\u8ad6\u6587\u7684\u5be6\u65bd<\/a><br \/>\n\u2218 <a href=\"#0508\">\u63a2\u7d22\u96fb\u8166\u8996\u89ba<\/a><br \/>\n\u2218 <a href=\"#fde8\">\u6df1\u5165 NLP<\/a><\/li>\n<li><a href=\"#7951\"><strong>\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/strong><\/a><br \/>\n\u2218 <a href=\"#77a2\">\u89c0\u770b\u795e\u7d93\u7db2\u8def\uff1a\u5f9e\u96f6\u5230\u82f1\u96c4<\/a><br \/>\n\u2218 <a href=\"#0651\">\u53c3\u52a0\u514d\u8cbb\u7684\u6cd5\u5b78\u78a9\u58eb\u8a13\u7df4\u71df<\/a><br \/>\n\u2218 <a href=\"#8e29\">\u8207 LLM \u4e00\u8d77\u5efa\u7acb\u9805\u76ee<\/a><br \/>\n\u2218 <a href=\"#d380\">\u53c3\u52a0\u9ed1\u5ba2\u677e<\/a><br \/>\n\u2218 <a href=\"#ed12\">\u63a2\u7d22\u7814\u7a76\u8ad6\u6587<\/a><br \/>\n\u2218 <a href=\"#4df0\">\u5f9e\u982d\u958b\u59cb\u958b\u767c Transformer<\/a><br \/>\n\u2218 <a href=\"#b314\">\u5efa\u8b70\u95b1\u8b80\u7684\u535a\u5ba2<\/a><br \/>\n\u2218 <a href=\"#897c\">\u89c0\u770b Umar Jamil \u7684\u4f5c\u54c1<\/a><br \/>\n\u2218 <a href=\"#40d8\">\u5b78\u7fd2\u71df\u904b\u958b\u6e90\u6a21\u578b<\/a><br \/>\n\u2218 <a href=\"#a543\">\u5feb\u901f\u5de5\u7a0b\u6280\u8853<\/a><br \/>\n\u2218 <a href=\"#efd0\">\u5fae\u8abf\u6cd5\u5b78\u78a9\u58eb<\/a><br \/>\n\u2218 <a href=\"#ef76\">\u95dc\u65bcRAG\u7684\u7814\u7a76<\/a><\/li>\n<li><a href=\"#3aff\"><strong>\u6301\u7e8c\u66f4\u65b0<\/strong><\/a><\/li>\n<li><a href=\"#352f\"><strong>\u66ff\u4ee3\u8ab2\u7a0b\u548c\u53c3\u8003\u5217\u8868<\/strong><\/a><\/li>\n<\/ul>\n<h1><a id=\"mathematics\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6578\u5b78\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>\u9054\u723eE<\/p>\n<p>\u6a5f\u5668\u5b78\u7fd2\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8cf4\u4e09\u500b\u6838\u5fc3\u6578\u5b78\u652f\u67f1\uff1a\u7dda\u6027\u4ee3\u6578\u3001\u5fae\u7a4d\u5206\u4ee5\u53ca\u6a5f\u7387\u548c\u7d71\u8a08\u3002\u9019\u4e9b\u5143\u7d20\u4e2d\u7684\u6bcf\u4e00\u500b\u90fd\u5728\u4fc3\u9032\u6f14\u7b97\u6cd5\u7684\u6700\u4f73\u6027\u80fd\u65b9\u9762\u767c\u63ee\u8457\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n<ul>\n<li><strong>\u7dda\u6027\u4ee3\u6578\uff1a<\/strong> \u4f5c\u70ba\u8cc7\u6599\u7ba1\u7406\u548c\u64cd\u4f5c\u7684\u6578\u5b78\u6846\u67b6\uff0c\u77e9\u9663\u548c\u5411\u91cf\u4f5c\u70ba\u6f14\u7b97\u6cd5\u89e3\u91cb\u548c\u8cc7\u8a0a\u8655\u7406\u7684\u4e3b\u8981\u5a92\u4ecb<\/li>\n<li><strong>\u7d50\u77f3\uff1a<\/strong> \u4f5c\u70ba\u6a5f\u5668\u5b78\u7fd2\u512a\u5316\u7684\u9a45\u52d5\u529b\uff0c\u4f7f\u6f14\u7b97\u6cd5\u80fd\u5920\u900f\u904e\u7406\u89e3\u68af\u5ea6\u548c\u901f\u7387\u8b8a\u5316\u4f86\u5b78\u7fd2\u548c\u6539\u9032<\/li>\n<li><strong>\u6a5f\u7387\u8207\u7d71\u8a08\uff1a<\/strong> \u70ba\u4e0d\u78ba\u5b9a\u6027\u4e2d\u7684\u6c7a\u7b56\u63d0\u4f9b\u57fa\u672c\u539f\u5247\uff0c\u4f7f\u6f14\u7b97\u6cd5\u80fd\u5920\u9810\u6e2c\u7d50\u679c\u4e26\u900f\u904e\u6a5f\u7387\u548c\u8b8a\u7570\u6578\u6a21\u578b\u5f9e\u8cc7\u6599\u4e2d\u5b78\u7fd2<\/li>\n<\/ul>\n<p>\u5f9e\u958b\u767c\u4eba\u54e1\u7684\u89d2\u5ea6\u63a2\u7d22\u6a5f\u5668\u5b78\u7fd2\u6578\u5b78\u7684\u975e\u51e1\u7cfb\u5217 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg\"><strong>\u9019\u88e1<\/strong><\/a> \u900f\u904e\u6b0a\u91cd\u548c\u504f\u5dee\u3002<\/p>\n<p><a href=\"https:\/\/github.com\/wandb\/edu\/tree\/main\/math-for-ml\">\u539f\u59cb\u78bc<\/a>)<\/p>\n<p>\u5982\u679c\u60a8\u559c\u6b61\u4ee5\u7a0b\u5f0f\u78bc\u70ba\u4e2d\u5fc3\u7684\u7dda\u6027\u4ee3\u6578\u65b9\u6cd5\uff0c\u8acb\u63a2\u7d22 <a href=\"https:\/\/www.fast.ai\/posts\/2017-07-17-num-lin-alg.html\"><strong>\u8a08\u7b97\u7dda\u6027\u4ee3\u6578<\/strong><\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY\">\u5f71\u7247\u7cfb\u5217<\/a>, <a href=\"https:\/\/github.com\/fastai\/numerical-linear-algebra\">\u539f\u59cb\u78bc<\/a>\uff09\u7531 fast.ai \u7684\u958b\u767c\u8005\u5206\u4eab\u3002<\/p>\n<p>\u8ddf\u96a8 <a href=\"https:\/\/pabloinsente.github.io\/intro-linear-algebra\"><strong>\u4f7f\u7528 Python \u9032\u884c\u61c9\u7528\u6a5f\u5668\u5b78\u7fd2\u7684\u7dda\u6027\u4ee3\u6578\u7c21\u4ecb<\/strong><\/a> \u8207\u8ab2\u7a0b\u540c\u6642\u9032\u884c\u3002<\/p>\n<p>\u5982\u679c\u60a8\u60f3\u8981\u66f4\u50b3\u7d71\u7684\u65b9\u6cd5\uff0c\u8acb\u67e5\u770b <strong>\u502b\u6566\u5e1d\u570b\u5b78\u9662\u8b1b\u5ea7<\/strong> \u2014 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3\">\u7dda\u6027\u4ee3\u6578<\/a> &amp; <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23\">\u591a\u5143\u5fae\u7a4d\u5206<\/a>.<\/p>\n<p>\u67e5\u770b 3Blue1Brown \u7684 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\"><strong>\u7dda\u6027\u4ee3\u6578\u672c\u8cea<\/strong><\/a> \u548c <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr\"><strong>\u5fae\u7a4d\u5206\u672c\u8cea<\/strong><\/a>.<\/p>\n<p>\u89c0\u5bdf <a href=\"https:\/\/www.youtube.com\/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9\"><strong>\u7d71\u8a08\u57fa\u790e\u77e5\u8b58<\/strong><\/a> \u900f\u904e StatQuest \u9032\u884c\u7d71\u8a08<\/p>\n<p><strong>\u5176\u4ed6\u8cc7\u6e90<\/strong><\/p>\n<ul>\n<li>\u66f8\uff1a <a href=\"https:\/\/mml-book.github.io\/book\/mml-book.pdf\">\u6a5f\u5668\u5b78\u7fd2\u6578\u5b78<\/a><\/li>\n<li>\u7d19\uff1a <a href=\"https:\/\/arxiv.org\/pdf\/1802.01528.pdf\">\u6df1\u5ea6\u5b78\u7fd2\u6240\u9700\u7684\u77e9\u9663\u5fae\u7a4d\u5206<\/a><\/li>\n<\/ul>\n<h1><a id=\"tools\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8cc7\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\u723eE<\/p>\n<h2><a id=\"python\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>Python<\/h2>\n<p>\u521d\u5b78\u8005\u53ef\u4ee5\u5f9e\u9019\u88e1\u958b\u59cb\uff1a <a href=\"https:\/\/dabeaz-course.github.io\/practical-python\/Notes\/Contents.html\"><strong>\u5be6\u7528Python\u7de8\u7a0b<\/strong><\/a>.<\/p>\n<p>\u5982\u679c\u60a8\u5df2\u7d93\u7cbe\u901a Python\uff0c\u8acb\u8003\u616e <a href=\"https:\/\/github.com\/dabeaz-course\/python-mastery?tab=readme-ov-file\"><strong>\u9032\u968e Python \u638c\u63e1<\/strong><\/a><\/p>\n<p>\u9019\u5169\u9580\u8ab2\u7a0b\u90fd\u662f Python Cookbook \u7684\u5275\u4f5c\u8005 David Beazley \u7684\u7cbe\u5f69\u8ab2\u7a0b\u3002<\/p>\n<p>\u63a5\u4e0b\u4f86\uff0c\u6df1\u5165\u63a2\u8a0e <a href=\"https:\/\/www.youtube.com\/playlist?list=PLdQruVCKu10lhVEnAQqRncVc8EIQN-x-X\"><strong>\u8a79\u59c6\u65af\u9b91\u5a01\u723e\u7684<\/strong> \u7c21\u5831<\/a><\/p>\n<p>\u63a2\u7d22 <a href=\"https:\/\/python-patterns.guide\/\">Python \u8a2d\u8a08\u6a21\u5f0f<\/a>.<\/p>\n<p><strong>\u5176\u4ed6\u8cc7\u6e90<\/strong><\/p>\n<ul>\n<li>\u66f8\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/fluent-python-2nd\/9781492056348\/\">\u6d41\u5229\u7684Python\uff0c\u7b2c\u4e8c\u7248<\/a> (<a href=\"https:\/\/github.com\/fluentpython\/example-code-2es\">\u539f\u59cb\u78bc<\/a>)<\/li>\n<li>podcast: <a href=\"https:\/\/realpython.com\/podcasts\/rpp\/\">\u771f\u6b63\u7684Python<\/a> &amp; <a href=\"https:\/\/talkpython.fm\/episodes\/all\">\u8ac7\u8ad6Python<\/a><\/li>\n<\/ul>\n<h2><a id=\"pytorch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u706b\u70ac<\/h2>\n<p>\u624b\u9336 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz\">PyTorch \u6559\u5b78\u8ab2\u7a0b<\/a> \u7d93\u904e <a href=\"https:\/\/www.youtube.com\/c\/AladdinPersion\">\u963f\u62c9\u4e01\u4f69\u723e\u68ee<\/a><\/p>\n<p>PyTorch \u7db2\u7ad9\u63d0\u4f9b\u6709\u50f9\u503c\u7684\u5167\u5bb9\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/pytorch.org\/examples\/\">PyTorch \u7bc4\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\u898b\u554f\u984c\u9801\u9762<\/a><\/li>\n<\/ul>\n<p>\u7528\u4e00\u4e9b\u8b0e\u984c\u6311\u6230\u81ea\u5df1<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/srush\/Tensor-Puzzles\">srush\/Tensor-Puzzles\uff1a\u89e3\u6c7a\u96e3\u984c\u3002\u589e\u5f37\u60a8\u7684 PyTorch \u6280\u80fd<\/a><\/li>\n<\/ul>\n<p><strong>\u5176\u4ed6\u8cc7\u6e90<\/strong><\/p>\n<ul>\n<li>\u66f8\uff1a <a href=\"https:\/\/www.oreilly.com\/library\/view\/programming-pytorch-for\/9781492045342\/\">\u7528\u65bc\u6df1\u5ea6\u5b78\u7fd2\u7684 PyTorch \u7de8\u7a0b<\/a><\/li>\n<\/ul>\n<h1><a id=\"machine-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u6a5f\u5668\u5b78\u7fd2<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/6c6f3332-a0b2-4ce7-a474-42ad8068ac43\/0_3.webp\" alt=\"\" \/><\/p>\n<p>\u9054\u723eE<\/p>\n<p>\u8acb\u53c3\u95b1 <a href=\"https:\/\/themlbook.com\/\">100 \u9801\u6a5f\u5668\u5b78\u7fd2<\/a> \u66f8\u3002<\/p>\n<h2><a id=\"write-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f9e\u982d\u958b\u59cb\u958b\u767c<\/h2>\n<p>\u5728\u5b78\u7fd2\u7684\u540c\u6642\uff0c\u5f9e\u982d\u958b\u59cb\u5be6\u4f5c\u6f14\u7b97\u6cd5\u3002<\/p>\n<p>\u8acb\u53c3\u95b1\u4e0b\u9762\u5217\u51fa\u7684\u5132\u5b58\u5eab<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/eriklindernoren\/ML-From-Scratch\">eriklindernoren\/\u5f9e\u982d\u958b\u59cb\u7684\u6a5f\u5668\u5b78\u7fd2<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/JeremyNixon\/oracle\">\u5091\u91cc\u7c73\u5c3c\u514b\u68ee\/\u7532\u9aa8\u6587<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/trekhleb\/homemade-machine-learning\">Trekhleb\/\u81ea\u88fd\u6a5f\u5668\u5b78\u7fd2<\/a><\/li>\n<\/ul>\n<p>\u5c0d\u65bc\u5177\u6709\u6311\u6230\u6027\u7684\u4efb\u52d9\uff0c\u8acb\u6309\u7167\u672c\u8ab2\u7a0b\u5f9e\u982d\u958b\u59cb\u5efa\u7acb PyTorch\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/minitorch.github.io\/\">MiniTorch\uff1a\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b DIY \u8ab2\u7a0b<\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLO45-80-XKkQyROXXpn4PfjF1J2tH46w8\">\u5f71\u7247\u7cfb\u5217<\/a>, <a href=\"https:\/\/github.com\/minitorch\">\u539f\u59cb\u78bc<\/a>)<\/li>\n<\/ul>\n<h2><a id=\"compete\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c3\u52a0\u6bd4\u8cfd<\/h2>\n<p>\u5c07\u60a8\u7684\u77e5\u8b58\u61c9\u7528\u5230\u7af6\u722d\u5834\u666f\u4e2d\u3002<\/p>\n<ul>\n<li>\u5728\u4ee5\u4e0b\u5e73\u53f0\u4e0a\u53c3\u52a0 ML \u7af6\u8cfd <a href=\"https:\/\/bitgrit.net\/competition\/\">\u6bd4\u7279\u7c92\u5ea6<\/a> \u548c <a href=\"https:\/\/www.kaggle.com\/\">\u5361\u683c\u723e<\/a>;\u5c0b\u627e\u66f4\u591a\u5167\u5bb9 <a href=\"https:\/\/towardsdatascience.com\/12-data-science-ai-competitions-to-advance-your-skills-in-2021-32e3fcb95d8c\">\u672c\u6587<\/a>.<\/li>\n<li>\u5be9\u67e5 <a href=\"https:\/\/farid.one\/kaggle-solutions\">\u5148\u524d\u7372\u52dd\u7684\u89e3\u6c7a\u65b9\u6848<\/a> \u4e26\u5206\u6790\u5b83\u5011<\/li>\n<\/ul>\n<h2><a id=\"do-side-projects\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a><strong>\u53c3\u8207\u696d\u9918\u9805\u76ee<\/strong><\/h2>\n<p>\u63a2\u7d22 <a href=\"https:\/\/vickiboykis.com\/2020\/06\/09\/getting-machine-learning-to-production\/\">\u5c07\u6a5f\u5668\u5b78\u7fd2\u5f15\u5165\u751f\u7522<\/a> \u900f\u904e\u7dad\u742a\u00b7\u535a\u4f0a\u57fa\u65af<\/p>\n<p>\u5979\u4e5f\u8a18\u9304\u4e86\u81ea\u5df1\u7684\u5efa\u7bc9\u7d93\u9a57 <a href=\"https:\/\/vickiboykis.com\/2024\/01\/05\/retro-on-viberary\/\">\u7dad\u8c9d\u62c9\u91cc<\/a>\uff0c\u4e00\u500b\u8a9e\u610f\u66f8\u7c4d\u641c\u5c0b\u5f15\u64ce\u3002<\/p>\n<p>\u53d6\u5f97\u8cc7\u6599\u96c6\u4e26\u958b\u767c\u6a21\u578b\uff08\u4f8b\u5982\uff0c\u69d3\u687f <a href=\"https:\/\/www.earthdata.nasa.gov\/learn\/blog\/earthaccess\">\u5730\u7403\u63a5\u5165<\/a> \u7528\u65bc NASA \u5730\u7403\u6578\u64da\uff09\u3002<\/p>\n<p>\u4f7f\u7528\u5efa\u69cb\u4f7f\u7528\u8005\u4ecb\u9762 <a href=\"https:\/\/streamlit.io\/\">\u6d41\u5149\u6ea2\u5f69<\/a> \u4e26\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>\u5c07\u6a21\u578b\u6295\u5165\u751f\u7522\u3002\u8ffd\u8e64\u60a8\u7684\u5be6\u9a57\u3002\u5b78\u7fd2\u76e3\u63a7\u6a21\u578b\u3002\u89aa\u8eab\u9ad4\u9a57\u6578\u64da\u548c\u6a21\u578b\u6f02\u79fb\u3002<\/p>\n<p>\u63a2\u7d22\u9019\u4e9b\u5bf6\u8cb4\u7684\u8cc7\u6e90<\/p>\n<ul>\n<li><a href=\"https:\/\/madewithml.com\/\">\u7528\u6a5f\u5668\u5b78\u7fd2\u88fd\u9020<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/DataTalksClub\/mlops-zoomcamp\">DataTalksClub\/mlops-zoomcamp\uff1a\u514d\u8cbb MLOps \u8ab2\u7a0b<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/chiphuyen\/machine-learning-systems-design\">Chiphuyen\/\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u8a2d\u8a08<\/a><\/li>\n<li><a href=\"https:\/\/www.evidentlyai.com\/ml-system-design\">\u986f\u7136 AI \u2014 ML \u7cfb\u7d71\u8a2d\u8a08\uff1a300 \u500b\u6848\u4f8b\u7814\u7a76<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/stas00\/ml-engineering\">stas00\/ml-engineering\uff1a\u6a5f\u5668\u5b78\u7fd2\u5de5\u7a0b\u7dda\u4e0a\u66f8\u7c4d<\/a><\/li>\n<\/ul>\n<h2><a id=\"supplementary\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5176\u4ed6\u8cc7\u6e90<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/machine-learning-with\/9781801819312\/\">\u4f7f\u7528 PyTorch \u548c Scikit-Learn \u9032\u884c\u6a5f\u5668\u5b78\u7fd2<\/a> (<a href=\"https:\/\/github.com\/rasbt\/machine-learning-book\">\u539f\u59cb\u78bc<\/a>)<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1811.12808\">[1811.12808]\u6a5f\u5668\u5b78\u7fd2\u4e2d\u7684\u6a21\u578b\u8a55\u4f30\u3001\u6a21\u578b\u9078\u64c7\u8207\u6f14\u7b97\u6cd5\u9078\u64c7<\/a><\/li>\n<li><a href=\"https:\/\/huyenchip.com\/ml-interviews-book\/\">\u6a5f\u5668\u5b78\u7fd2\u5165\u9580\u8a2a\u8ac7\u66f8\u7c4d\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\u5b78\u7fd2<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/309c3b6c-52ec-4ad6-8bfd-fac1976b5b1c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\u5c0d\u65bc\u90a3\u4e9b\u5c0d\u81ea\u4e0a\u800c\u4e0b\u65b9\u6cd5\u611f\u8208\u8da3\u7684\u4eba\uff0c\u8acb\u5f9e fast.ai \u958b\u59cb\u3002<\/p>\n<h2><a id=\"fast-ai\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5feb\u901f\u4eba\u5de5\u667a\u6167<\/h2>\n<ul>\n<li>\u5feb.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\u7814\u7a76\u5c0f\u7d44<\/a><\/li>\n<\/ul>\n<p>\u5982\u679c\u60a8\u559c\u6b61 fast.ai\uff0c\u8acb\u63a2\u7d22 <a href=\"https:\/\/fullstackdeeplearning.com\/course\/2022\">\u5168\u7aef\u6df1\u5ea6\u5b78\u7fd2<\/a>.<\/p>\n<p>\u5c0d\u65bc\u66f4\u6df1\u5165\u548c\u50b3\u7d71\u7684\u8ab2\u7a0b\uff0c\u8acb\u8003\u616e\u67e5\u770b <a href=\"https:\/\/fleuret.org\/dlc\/\">UNIGE 14\u00d7050 \u2014 \u6df1\u5ea6\u5b78\u7fd2<\/a> \u7d93\u904e <a href=\"https:\/\/fleuret.org\/francois\/\">\u5f17\u6717\u7d22\u74e6\u00b7\u5f17\u52d2\u96f7<\/a>.<\/p>\n<p>\u5982\u679c\u60a8\u7a0d\u5f8c\u9700\u8981\u6df1\u5165\u7814\u7a76\u7406\u8ad6\uff0c\u9019\u4e9b\u90fd\u662f\u6975\u597d\u7684\u8cc7\u6e90\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/d2l.ai\/index.html\">\u6df1\u5165\u5b78\u7fd2\u6df1\u5ea6\u5b78\u7fd2<\/a> \uff08\u5305\u542b PyTorch\u3001NumPy\/MXNet\u3001JAX \u548c TensorFlow \u4e2d\u7684\u7a0b\u5f0f\u78bc\u7bc4\u4f8b\uff09<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">\u6df1\u5ea6\u5b78\u7fd2<\/a> \u4f5c\u8005\uff1a\u4f0a\u6069\u00b7\u53e4\u5fb7\u8cbb\u6d1b\u3001\u7d04\u66f8\u4e9e\u00b7\u672c\u5409\u5967\u548c\u4e9e\u502b\u00b7\u5eab\u7dad\u723e<\/li>\n<li><a href=\"http:\/\/neuralnetworksanddeeplearning.com\">\u795e\u7d93\u7db2\u8def\u548c\u6df1\u5ea6\u5b78\u7fd2<\/a><\/li>\n<li><a href=\"https:\/\/udlbook.github.io\/udlbook\/\">\u4e86\u89e3\u6df1\u5ea6\u5b78\u7fd2<\/a> \uff08\u6709\u5be6\u7528\u7684 <a href=\"https:\/\/github.com\/udlbook\/udlbook\/tree\/main\/Notebooks\">\u7b46\u8a18\u672c<\/a>)<\/li>\n<\/ul>\n<p>\u8b80 <a href=\"https:\/\/fleuret.org\/francois\/lbdl.html\"><strong>\u6df1\u5ea6\u5b78\u7fd2\u5c0f\u66f8<\/strong><\/a> \u5728\u60a8\u7684\u624b\u6a5f\u4e0a\uff0c\u800c\u4e0d\u662f\u6efe\u52d5\u700f\u89bd Twitter\u3002<\/p>\n<p>\u5728\u60a8\u7684\u795e\u7d93\u7db2\u8def\u4e0d\u65b7\u9032\u6b65\u7684\u540c\u6642\u95b1\u8b80\u9019\u4e9b\u5167\u5bb9\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/karpathy.github.io\/2019\/04\/25\/recipe\">\u8a13\u7df4\u795e\u7d93\u7db2\u8def\u7684\u79d8\u8a23<\/a><\/li>\n<li><a href=\"https:\/\/karpathy.github.io\/2022\/03\/14\/lecun1989\/\">\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff1a33 \u5e74\u524d\u548c 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>\u53c3\u52a0\u66f4\u591a\u6bd4\u8cfd<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\/competitions\/planttraits2024\">PlantTraits2024 \u2014 FGVC11 |\u5361\u683c\u723e<\/a> \uff08\u96fb\u8166\u8996\u89ba\uff09<\/li>\n<\/ul>\n<h2><a id=\"implement-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5be6\u65bd\u7814\u7a76\u8ad6\u6587<\/h2>\n<p>\u63a2\u7d22 <a href=\"https:\/\/nn.labml.ai\/index.html\">labml.ai \u5e36\u8a3b\u91cb\u7684 PyTorch \u8ad6\u6587\u5be6\u73fe<\/a><\/p>\n<p>\u6709\u7a0b\u5f0f\u78bc\u7684\u8ad6\u6587\u662f\u5bf6\u8cb4\u7684\u8cc7\u6e90\uff1b\u67e5\u770b <a href=\"https:\/\/paperswithcode.com\/method\/bert\">BERT \u89e3\u91cb<\/a> \u5728\u4ed6\u5011\u7684\u5e73\u53f0\u4e0a\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6df1\u5ea6\u5b78\u7fd2\u7279\u5b9a\u9818\u57df\u7684\u4e00\u4e9b\u53c3\u8003\u8cc7\u6599<\/p>\n<h2><a id=\"computer-vision\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u96fb\u8166\u8996\u89ba<\/h2>\n<p>\u5f88\u591a\u4eba\u5efa\u8b70 <a href=\"http:\/\/cs231n.stanford.edu\/\">CS231n\uff1a\u96fb\u8166\u8996\u89ba\u6df1\u5ea6\u5b78\u7fd2<\/a> \u8ab2\u7a0b\u3002\u96d6\u7136\u8981\u6c42\u5f88\u9ad8\uff0c\u4f46\u53ea\u8981\u4f60\u5805\u6301\u4e0b\u53bb\uff0c\u5c31\u6703\u6709\u56de\u5831\u3002<\/p>\n<h2><a id=\"reinforcement-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f37\u5316\u5b78\u7fd2<\/h2>\n<p>\u5c0d\u65bc\u5f37\u5316\u5b78\u7fd2\u611b\u597d\u8005\u4f86\u8aaa\uff0c\u9019\u4e9b\u8cc7\u6e90\u975e\u5e38\u597d\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/\">\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u4e2d\u7684\u65cb\u8f49<\/a> \u901a\u904eOpenAI<\/li>\n<li><a href=\"https:\/\/huggingface.co\/learn\/deep-rl-course\/unit0\/introduction\">\ud83e\udd17 \u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u8ab2\u7a0b\uff0d\u62b1\u81c9<\/a><\/li>\n<\/ul>\n<h2><a id=\"nlp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u81ea\u7136\u8a9e\u8a00\u8655\u7406<\/h2>\n<p>\u53f2\u4e39\u4f5b\u5927\u5b78\u7684\u53e6\u4e00\u9580\u5091\u51fa\u8ab2\u7a0b\uff0c <a href=\"https:\/\/web.stanford.edu\/class\/archive\/cs\/cs224n\/cs224n.1234\/\">CS 224N |\u6df1\u5ea6\u5b78\u7fd2\u81ea\u7136\u8a9e\u8a00\u8655\u7406<\/a><\/p>\n<p>\u719f\u6089\u64c1\u62b1\u81c9\uff1a <a href=\"https:\/\/huggingface.co\/learn\/nlp-course\/chapter1\/1\">\u62b1\u81c9NLP\u8ab2\u7a0b<\/a><\/p>\n<p>\u63a2\u7d22\u9019\u500b <a href=\"https:\/\/notebooks.quantumstat.com\/?trk=public_post-text\">Super Duper NLP \u5009\u5eab<\/a><\/p>\n<p><strong>\u5167\u5bb9\u8c50\u5bcc\u7684\u6587\u7ae0\u548c\u7d30\u5206<\/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 Ep. 1 \u2014 \u95dc\u9375\u6982\u5ff5\u8207\u4f86\u6e90 \u00b7 \u514b\u91cc\u65af\u2027\u9ea5\u8003\u5bc6\u514b<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-word2vec\">\u63d2\u5716 Word2vec \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-bert\">\u63d2\u5716 BERT\u3001ELMo \u7b49\u3002 \uff08NLP \u5982\u4f55\u7834\u89e3\u9077\u79fb\u5b78\u7fd2<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\">\u4e86\u89e3 LSTM \u7db2\u8def \u2014 colah \u7684\u535a\u5ba2<\/a><\/li>\n<li><a href=\"https:\/\/jaketae.github.io\/study\/pytorch-rnn\/\">\u5f9e\u982d\u958b\u59cb\u7684 PyTorch RNN \u2014 Jake Tae<\/a><\/li>\n<\/ul>\n<p><strong>\u5176\u4ed6\u8cc7\u6e90<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/transformersbook.com\/\">\u4f7f\u7528 Transformers \u9032\u884c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u5716\u66f8<\/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\u8a9e\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>\u9996\u5148\u89c0\u770b[<a href=\"https:\/\/www.youtube.com\/watch?v=zjkBMFhNj_g\">1 \u5c0f\u6642\u6f14\u8b1b] \u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7c21\u4ecb<\/a> \u7531\u5b89\u5fb7\u70c8.<\/p>\n<p>\u7136\u5f8c\u67e5\u770b <a href=\"https:\/\/www.youtube.com\/watch?v=KCXDr-UOb9A\">\u4e94\u500b\u516c\u5f0f\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/a>\uff0c \u7d93\u904e <a href=\"https:\/\/tech.cornell.edu\/people\/alexander-rush\/\">Alexander Rush \u2014 \u5eb7\u4e43\u723e\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>\u89c0\u770b\u795e\u7d93\u7db2\u8def\uff1a\u5f9e\u96f6\u5230\u82f1\u96c4<\/h2>\n<p>\u5b83\u5f9e\u982d\u958b\u59cb\u95e1\u660e\u548c\u7de8\u78bc\u53cd\u5411\u50b3\u64ad\uff0c\u6700\u7d42\u5f9e\u982d\u958b\u59cb\u958b\u767c GPT\u3002<\/p>\n<p><a href=\"https:\/\/karpathy.ai\/zero-to-hero.html\"><strong>\u795e\u7d93\u7db2\u8def\uff1a\u5f9e\u96f6\u5230\u82f1\u96c4\u4f5c\u8005\uff1aAndrej Karpathy<\/strong><\/a><\/p>\n<p>\u5b89\u5fb7\u70c8\u6700\u8fd1\u5206\u4eab\u4e86\u4e00\u500b\u65b0\u5f71\u7247 \u2192 <a href=\"https:\/\/www.youtube.com\/watch?v=zduSFxRajkE\"><strong>\u8b93\u6211\u5011\u5efa\u7acb GPT Tokenizer<\/strong><\/a><\/p>\n<p>\u60a8\u53ef\u80fd\u9084\u60f3\u63a2\u7d22 <a href=\"https:\/\/jaykmody.com\/blog\/gpt-from-scratch\">60 \u884c NumPy \u4e2d\u7684 GPT |\u5091\u00b7\u83ab\u8fea<\/a> \u5728\u6b64\u904e\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\u8cbbLLM\u8a13\u7df4\u71df<\/h2>\n<p>\u514d\u8cbb\u7684 <a href=\"https:\/\/fullstackdeeplearning.com\/llm-bootcamp\/\"><strong>\u6cd5\u5b78\u78a9\u58eb\u8a13\u7df4\u71df<\/strong><\/a> \u7531\u5168\u7aef\u6df1\u5ea6\u5b78\u7fd2\u767c\u5e03\u3002<\/p>\n<p>\u8a72\u8a13\u7df4\u71df\u6db5\u84cb\u5373\u6642\u5de5\u7a0b\u3001LLMOps\u3001LLM \u7684\u7528\u6236\u9ad4\u9a57\u4ee5\u53ca\u5728\u4e00\u5c0f\u6642\u5167\u555f\u52d5 LLM \u61c9\u7528\u7a0b\u5f0f\u7684\u6307\u5c0e\u3002<\/p>\n<p>\u5b8c\u6210\u672c\u6b21\u8a13\u7df4\u71df\u4e26\u6e34\u671b\u5efa\u9020\u5f8c\uff0c<\/p>\n<h2><a id=\"build-with-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8207\u6cd5\u5b78\u78a9\u58eb\u4e00\u8d77\u767c\u5c55<\/h2>\n<p>\u6709\u8208\u8da3\u5229\u7528\u6cd5\u5b78\u78a9\u58eb\u5275\u5efa\u61c9\u7528\u7a0b\u5f0f\u55ce\uff1f<\/p>\n<p>\u624b\u9336 <a href=\"https:\/\/nips.cc\/virtual\/2023\/tutorial\/73948\">\u4f7f\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9032\u884c\u61c9\u7528\u7a0b\u5f0f\u958b\u767c<br \/>\n\u4f5c\u8005\uff1a\u5433\u6069\u9054<\/a><\/p>\n<p>\u8b80 <a href=\"https:\/\/huyenchip.com\/2023\/04\/11\/llm-engineering.html\"><strong>\u5efa\u69cb\u7528\u65bc\u751f\u7522\u7684\u6cd5\u5b78\u78a9\u58eb\u61c9\u7528\u7a0b\u5e8f<\/strong><\/a> \u900f\u904e Huyen Chip<\/p>\n<p>\u4e5f <a href=\"https:\/\/eugeneyan.com\/writing\/llm-patterns\"><strong>\u5efa\u69cb\u57fa\u65bc LLM \u7684\u7cfb\u7d71\u548c\u7522\u54c1\u7684\u6a21\u5f0f<\/strong><\/a> \u4f5c\u8005\uff1a\u5c24\u91d1\u00b7\u56b4<\/p>\n<p>\u8aee\u8a62 <a href=\"https:\/\/cookbook.openai.com\">OpenAI\u98df\u8b5c<\/a> \u4ee5\u7372\u5f97\u5be6\u7528\u6307\u5357\u3002<\/p>\n<p>\u5229\u7528 <a href=\"https:\/\/vercel.com\/templates\/ai\">Vercel AI \u6a21\u677f<\/a> \u555f\u52d5\u60a8\u7684\u5c08\u6848\u3002<\/p>\n<h2><a id=\"participate-in-hackathons\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c3\u52a0\u9ed1\u5ba2\u677e<\/h2>\n<p><a href=\"https:\/\/lablab.ai\/\">\u5be6\u9a57\u5ba4\u4eba\u5de5\u667a\u6167<\/a> \u6bcf\u9031\u8209\u8fa6\u65b0\u7684 AI \u9ed1\u5ba2\u677e\u3002 <a href=\"https:\/\/twitter.com\/benxneo\">\u8acb\u96a8\u6642\u806f\u7e6b\u6211\u5011<\/a> \u5982\u679c\u4f60\u6709\u8208\u8da3\u7d44\u968a\u7684\u8a71\uff01<\/p>\n<p>\u5982\u679c\u60a8\u60f3\u66f4\u6df1\u5165\u5730\u7814\u7a76\u7406\u8ad6\u65b9\u9762\u4e26\u638c\u63e1\u4e00\u5207\u7684\u529f\u80fd\uff1a<\/p>\n<h2><a id=\"read-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u95b1\u8b80\u8ad6\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\u8a9e\u8a00\u6a21\u578b<\/a>\uff0c\u5448\u73fe\u60a8\u5fc5\u9808\u4ed4\u7d30\u95b1\u8b80\u7684\u8ad6\u6587\u5f59\u7de8\u3002<\/p>\n<p>\u5728\u6700\u8fd1\u7684\u4e00\u4efd\u51fa\u7248\u7269\u4e2d\uff0c\u4ed6\u9084\u5206\u4eab\u4e86\u53e6\u4e00\u7bc7\u6587\u7ae0 <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/research-papers-in-january-2024\">2024 \u5e74 1 \u6708\u4f9b\u60a8\u8003\u616e\u7684\u8ad6\u6587<\/a>\uff0c\u5c08\u6ce8\u65bc\u7c73\u65af\u7279\u62c9\u723e\u6a21\u578b\u3002<\/p>\n<p>\u63a2\u7d22\u4ed6\u7684\u5b50\u5806\u758a <a href=\"https:\/\/magazine.sebastianraschka.com\/\">\u9818\u5148AI<\/a>.<\/p>\n<h2><a id=\"write-transformers-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u5f9e\u982d\u958b\u59cb\u5275\u5efa\u8b8a\u58d3\u5668\u3002<\/h2>\n<p>\u4ed4\u7d30\u95b1\u8b80 <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-01-27-the-transformer-family-v2\/\">\u8b8a\u5f62\u91d1\u525b\u5bb6\u65cf2.0\u7248|\u8389\u723e\u6d1b\u683c<\/a> \u9032\u884c\u7c21\u6f54\u7684\u7e3d\u7d50\u3002<\/p>\n<p>\u9078\u64c7\u9996\u9078\u683c\u5f0f\u4e26\u5f9e\u4e00\u958b\u59cb\u5c31\u78ba\u5b9a\u5b83\u3002<\/p>\n<p><strong>\u6587\u4ef6<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\">\u60a8\u6240\u9700\u8981\u7684\u5c31\u662f\u95dc\u6ce8<\/a><\/li>\n<li><a href=\"http:\/\/jalammar.github.io\/illustrated-transformer\/\">\u5716\u89e3\u8b8a\u58d3\u5668<\/a><\/li>\n<li><a href=\"http:\/\/nlp.seas.harvard.edu\/annotated-transformer\/\">\u9644\u8a3b\u89e3\u7684\u8b8a\u58d3\u5668<\/a> \u7531\u54c8\u4f5b<\/li>\n<li><a href=\"https:\/\/srush.github.io\/raspy\/\">\u50cf\u8b8a\u58d3\u5668\u4e00\u6a23\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\">\u5f9e\u982d\u958b\u59cb\u5275\u5efa Transformer \u2014 \u7b2c\u4e00\u90e8\u5206\uff1a\u6ce8\u610f\u529b\u6a5f\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\">\u7a0b\u5f0f\u78bc<\/a>)<\/li>\n<li><a href=\"https:\/\/sebastianraschka.com\/blog\/2023\/self-attention-from-scratch.html\">\u5f9e\u982d\u958b\u59cb\u7406\u89e3\u548c\u7de8\u78bc\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u81ea\u8a3b\u610f\u529b\u6a5f\u5236<\/a> \u7d93\u904e <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAxqHaUBEa6zzXN--gv-wd8ih0vevPvr9eU\">\u585e\u5df4\u65af\u8482\u5b89\u00b7\u62c9\u65af\u5361\u535a\u58eb<\/a><\/li>\n<li><a href=\"https:\/\/peterbloem.nl\/blog\/transformers\">\u5f9e\u96f6\u958b\u59cb\u7684\u8b8a\u5f62\u91d1\u525b<\/a><\/li>\n<\/ul>\n<p><strong>\u8996\u89ba\u6548\u679c<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ISNdQcPhsts&amp;t=7449s\">\u5728 PyTorch \u4e0a\u5f9e\u982d\u958b\u59cb\u7de8\u5beb Transformer \u7a0b\u5f0f\u78bc\uff0c\u4e26\u63d0\u4f9b\u5b8c\u6574\u7684\u89e3\u91cb\u3001\u8a13\u7df4\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\u5f9e\u982d\u958b\u59cb\u5be6\u65bd BERT \u548c Transformers<\/a><\/li>\n<\/ul>\n<p>\u60a8\u73fe\u5728\u5df2\u7d93\u6e96\u5099\u597d\u5f9e\u982d\u958b\u59cb\u5efa\u9020\u8b8a\u58d3\u5668\u4e86\u3002\u5118\u7ba1\u5982\u6b64\uff0c\u9084\u6709\u66f4\u591a\u7684\u4e8b\u60c5\u7b49\u8457\u6211\u5011\u3002<\/p>\n<p>\u770b\u770b\u9019\u4e9b <a href=\"https:\/\/www.youtube.com\/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM\"><strong>\u53f2\u4e39\u4f5b CS25 \u2014 \u8b8a\u5f62\u91d1\u525b\u806f\u5408<\/strong><\/a> \u5f71\u7247.<\/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\u90e8\u843d\u683c\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\u760b\u72c2\u2014\u2014\u5f9e\u982d\u958b\u59cb\u5efa\u7acb\u6cd5\u5b78\u78a9\u58eb<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-transformer\/\">\u8b8a\u5f62\u91d1\u525b\u63d2\u5716 \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/eugeneyan.com\/writing\/attention\/?curius=1935\">\u95dc\u65bc\u6ce8\u610f\u529b\u548c\u8b8a\u58d3\u5668\u7684\u4e00\u4e9b\u76f4\u89ba<\/a> \u4f5c\u8005\uff1a\u5c24\u91d1\u00b7\u56b4<\/li>\n<li><a href=\"https:\/\/www.dipkumar.dev\/becoming-the-unbeatable\/posts\/gpt-kvcache\/\">\u52a0\u901fGPT\u2014\u2014KV\u7de9\u5b58|\u6210\u70ba\u7121\u8207\u502b\u6bd4\u7684<\/a><\/li>\n<li><a href=\"https:\/\/shyam.blog\/posts\/beyond-self-attention\/\">\u8d85\u8d8a\u81ea\u6211\u6ce8\u610f\u529b\uff1a\u5c0f\u578b\u8a9e\u8a00\u6a21\u578b\u5982\u4f55\u9810\u6e2c\u4e0b\u4e00\u500b\u6a19\u8a18<\/a><\/li>\n<li><a href=\"https:\/\/blog.briankitano.com\/llama-from-scratch\/\">Llama \u5f9e\u982d\u958b\u59cb\uff08\u6216\u5982\u4f55\u4e0d\u54ed\u5730\u5be6\u73fe\u4e00\u7bc7\u8ad6\u6587\uff09|\u5e03\u840a\u6069\u00b7\u5317\u91ce<\/a><\/li>\n<li><a href=\"https:\/\/magazine.sebastianraschka.com\/p\/lora-and-dora-from-scratch\">\u6539\u9032 LoRA\uff1a\u5f9e\u982d\u958b\u59cb\u5be6\u73fe\u6b0a\u91cd\u5206\u89e3\u4f4e\u79e9\u9069\u61c9 (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\">\u5967\u99ac\u723e\u00b7\u8cc8\u7c73\u723e<\/a><\/h2>\n<p>\u4ed6\u63d0\u4f9b\u4e86\u6709\u95dc\u8ad6\u6587\u7684\u8a73\u7d30\u8996\u8a0a\u898b\u89e3\uff0c\u5305\u62ec\u96a8\u9644\u7684\u7a0b\u5f0f\u78bc\u6f14\u793a\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PXWYUTMt-AU\">LoRA\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u4f4e\u968e\u9069\u61c9 - \u76f4\u89c0\u89e3\u91cb + \u5f9e\u982d\u958b\u59cb\u7684 PyTorch \u4ee3\u78bc<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=UiX8K-xBUpE\">Mistral \/ Mixtral \u89e3\u91cb\uff1a\u6ed1\u52d5\u8996\u7a97\u6ce8\u610f\u529b\u3001\u5c08\u5bb6\u7a00\u758f\u6df7\u5408\u3001\u6efe\u52d5\u7de9\u885d\u5340<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bCz4OMemCcA\">Attention is all you need (Transformer) \u2014 \u6a21\u578b\u89e3\u91cb\uff08\u5305\u62ec\u6578\u5b78\uff09\u3001\u63a8\u7406\u548c\u8a13\u7df4<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Mn_9W1nCFLo\">LLaMA \u89e3\u91cb\uff1aKV-Cache\u3001\u65cb\u8f49\u4f4d\u7f6e\u5d4c\u5165\u3001RMS Norm\u3001\u5206\u7d44\u67e5\u8a62\u6ce8\u610f\u529b\u3001SwiGLU<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=rhZgXNdhWDY\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG) \u89e3\u91cb\uff1a\u5d4c\u5165\u3001\u53e5\u5b50 BERT\u3001\u5411\u91cf\u8cc7\u6599\u5eab (HNSW)<\/a><\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u662f\u8207\u6cd5\u5b78\u78a9\u58eb\u76f8\u95dc\u7684\u5176\u4ed6\u8cc7\u6e90\uff0c\u4f46\u4e26\u975e\u8a73\u76e1\u7121\u907a\u3002\u8acb\u53c3\u95b1 <a href=\"https:\/\/github.com\/mlabonne\/llm-course\"><strong>\u6cd5\u5b78\u78a9\u58eb\u8ab2\u7a0b\u5927\u7db1<\/strong><\/a> \u4e86\u89e3\u6cd5\u5b78\u78a9\u58eb\u7684\u8a73\u7d30\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\u958b\u6e90\u6a21\u578b\u7684\u57f7\u884c\u3002<\/h2>\n<p>\u5229\u7528 <a href=\"https:\/\/github.com\/ollama\/ollama\">ollama\uff1a\u5728\u672c\u5730\u555f\u52d5\u4e26\u904b\u884c Llama 2\u3001Mistral \u548c\u5176\u4ed6\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/a><\/p>\n<p>Python \u548c JavaScript \u51fd\u5f0f\u5eab\u6700\u8fd1\u63a8\u51fa <a href=\"https:\/\/ollama.ai\/blog\/python-javascript-libraries\">\u9019\u88e1<\/a><\/p>\n<h2><a id=\"prompt-engineering\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c3\u8207\u5373\u6642\u5de5\u7a0b<\/h2>\n<p>\u8aee\u8a62 <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-03-15-prompt-engineering\">\u53ca\u6642\u5de5\u7a0b|\u8389\u723e\u6d1b\u683c<\/a><\/p>\n<p><a href=\"https:\/\/www.deeplearning.ai\/short-courses\/chatgpt-prompt-engineering-for-developers\/\">ChatGPT \u70ba\u958b\u767c\u4eba\u54e1\u63d0\u4f9b\u5feb\u901f\u5de5\u7a0b\u8a2d\u8a08<\/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\/\">\u7c21\u77ed\u7684<\/a> DeepLearning.ai \u514d\u8cbb\u63d0\u4f9b\u8ab2\u7a0b\u3002<\/p>\n<h2><a id=\"fine-tuning-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u900f\u904e\u5fae\u8abf\u63d0\u9ad8\u6cd5\u5b78\u78a9\u58eb<\/h2>\n<p>\u8acb\u53c3\u95b1 <a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/training\">\u64c1\u62b1\u81c9\u90e8\u5fae\u8abf\u6307\u5357<\/a>.<\/p>\n<p>\u6709\u7528\u7684\u6307\u5c0e\uff1a <a href=\"https:\/\/ravinkumar.com\/GenAiGuidebook\/language_models\/finetuning.html\">\u5fae\u8abf \u2014 GenAI \u6307\u5357<\/a><\/p>\n<p>\u767c\u73fe <a href=\"https:\/\/github.com\/OpenAccess-AI-Collective\/axolotl?curius=2790\">\u8811\u8788<\/a>.<\/p>\n<p>\u53d7\u76ca\u65bc\u9019\u7bc7\u5167\u5bb9\u8c50\u5bcc\u7684\u6587\u7ae0\uff1a <a href=\"https:\/\/towardsdatascience.com\/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac\">\u4f7f\u7528\u76f4\u63a5\u504f\u597d\u6700\u4f73\u5316\u5fae\u8abf Mistral-7b \u6a21\u578b |\u4f5c\u8005\uff1a\u99ac\u514b\u897f\u59c6\u2027\u62c9\u535a\u7d0d<\/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\u5091\u51fa\u4f5c\u54c1\uff1a <a href=\"https:\/\/www.anyscale.com\/blog\/a-comprehensive-guide-for-building-rag-based-llm-applications-part-1?curius=1144\">\u5efa\u7acb\u57fa\u65bc RAG \u7684 LLM \u751f\u7522\u61c9\u7528\u7a0b\u5f0f<\/a><\/p>\n<p>\u6df1\u5165\u5206\u6790 <a href=\"https:\/\/aman.ai\/primers\/ai\/RAG\/\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210<\/a> \u7d93\u904e <a href=\"https:\/\/aman.ai\/\">\u963f\u66fc\u9054<\/a><\/p>\n<h4><a id=\"ai-learning-resources\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>AI \u6559\u80b2\u8cc7\u6e90<\/h4>\n<ul>\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/\">\u6279\u6b21|\u6df1\u5ea6\u5b78\u7fd2.AI | AI \u65b0\u805e\u8207\u898b\u89e3<\/a><\/li>\n<li><a href=\"https:\/\/www.deeplearningweekly.com\/\">\u6df1\u5ea6\u5b78\u7fd2\u5468\u520a<\/a><\/li>\n<li><a href=\"https:\/\/www.interconnects.ai\/\">\u4e92\u9023 |\u5167\u68ee\u00b7\u862d\u4f2f\u7279<\/a><\/li>\n<li><a href=\"https:\/\/www.aitidbits.ai\/\">AI \u82b1\u7d6e |\u85a9\u54c8\u00b7\u83ab\u723e<\/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\u53ef\u4f9b\u63a2\u7d22\u7684\u8ab2\u7a0b\/\u5217\u8868<\/h1>\n<p>\u96d6\u7136\u6211\u7684\u6e05\u55ae\u4e26\u4e0d\u8a73\u76e1\uff0c\u4f46\u5982\u679c\u60a8\u9700\u8981\u66f4\u591a\u8cc7\u6e90\uff0c\u9019\u88e1\u6709\u4e00\u4e9b\u5efa\u8b70\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/iconix\/openai\/blob\/master\/syllabus.md\">openai\/syllabus.md<\/a><\/li>\n<li><a href=\"https:\/\/a16z.com\/ai-canon\">\u4f73\u80fdAI\u5b89\u5fb7\u68ee\u970d\u6d1b\u7dad\u8328<\/a><\/li>\n<li><a href=\"https:\/\/llm-utils.org\/AI+Learning+Curation\">AI \u5b78\u7fd2\u7ba1\u7406 \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\u9580\u6abb |\u958b\u653e\u6df1\u5ea6\u5b78\u7fd2<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/louisfb01\/start-llms\">louisfb01\/start-llms\uff1a2023 \u5e74\u958b\u59cb\u4e26\u63d0\u5347 LLM \u6280\u80fd\u7684\u5b8c\u6574\u6307\u5357<\/a><\/li>\n<\/ul>\n<p>\u6211\u76f8\u4fe1\u9019\u5c0d\u60a8\u7684 AI \u63a2\u96aa\u6709\u6240\u5e6b\u52a9\uff01<\/p>","protected":false},"excerpt":{"rendered":"\u90a3\u9ebc\uff0c\u60a8\u7684\u76ee\u6a19\u662f\u6df1\u5165\u7814\u7a76 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