{"id":38785,"date":"2025-02-23T03:01:44","date_gmt":"2025-02-22T19:01:44","guid":{"rendered":"https:\/\/17aitech.com\/?p=38785"},"modified":"2025-02-23T03:01:44","modified_gmt":"2025-02-22T19:01:44","slug":"andrej-karpathy%ef%bc%9a%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6%e5%b7%b2%e7%bb%8f%e5%ae%9e%e7%8e%b0agi%ef%bc%8c%e6%b1%bd%e8%bd%a6%e5%85%b6%e5%ae%9e%e5%b0%b1%e6%98%af%e6%9c%ba%e5%99%a8%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38785","title":{"rendered":"Andrej Karpathy\uff1a\u81ea\u52a8\u9a7e\u9a76\u5df2\u7ecf\u5b9e\u73b0AGI\uff0c\u6c7d\u8f66\u5176\u5b9e\u5c31\u662f\u673a\u5668\u4eba"},"content":{"rendered":"<p>\u81ea\u5df1\u79f0\u8d5e\u81ea\u5df1\u5343\u53e5\uff0c\u4e0d\u5982\u522b\u4eba\u79f0\u8d5e\u4f60\u4e00\u53e5\u3002<\/p>\n<p>\u4f8b\u5982\u9a6c\u65af\u514b\u5728\u64ad\u5ba2\u3001\u63a8\u7279\u4e0a\u7ecf\u5e38\u81ea\u79f0\u7279\u65af\u62c9\u7684\u81ea\u52a8\u9a7e\u9a76\u548c\u673a\u5668\u4eba\u201c\u5929\u4e0b\u7b2c\u4e00\u201d\uff0c\u4f46\u8fd9\u6837\u7684\u8bdd\u770b\u591a\u4e86\uff0c\u96be\u514d\u4e5f\u6709\u4e9b\u5ba1\u7f8e\u75b2\u52b3\u3002\u4e0d\u8fc7\uff0c\u524d\u51e0\u5929\uff0cAndrej Karpathy\u5728No Priors\u64ad\u5ba2\u4e2d\u73b0\u8eab\uff0c\u900f\u9732\u4e86\u7279\u65af\u62c9\u5728Optimus\u4eba\u5f62\u673a\u5668\u4eba\u548c\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u4e00\u4e9b\u9c9c\u4e3a\u4eba\u77e5\u7684\u8fdb\u5c55\u3002<\/p>\n<p>Karpathy\u66fe\u8ffd\u968f\u9a6c\u65af\u514b\uff0c\u4eceOpenAI\u8f6c\u6218\u7279\u65af\u62c9\uff0c\u4ece\u65e0\u5230\u6709\u4eb2\u624b\u6253\u9020\u4e86\u7279\u65af\u62c9\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u56e2\u961f\u3002<\/p>\n<p>\u7136\u800c\uff0c\u968f\u7740\u56e2\u961f\u9010\u6e10\u58ee\u5927\uff0c\u4ed6\u7684\u89d2\u8272\u4e5f\u4ece\u6280\u672f\u4e13\u5bb6\u8f6c\u4e3a\u7ba1\u7406\u8005\uff0c\u8fd9\u4e0e\u4ed6\u4e13\u6ce8\u6280\u672f\u5de5\u4f5c\u7684\u521d\u8877\u76f8\u8fdd\u80cc\u3002\u5bf9\u4e8eKarpathy\u6765\u8bf4\uff0c\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u4e8b\u7269\u624d\u662f\u4ed6\u70ed\u7231\u548c\u64c5\u957f\u7684\u4e8b\u60c5\u3002\u56e0\u6b64\uff0c\u4ed6\u4e0d\u5f97\u4e0d\u505a\u51fa\u201c\u8270\u96be\u7684\u51b3\u5b9a\u201d\uff0c\u5728\u56e2\u961f\u6210\u957f\u5230\u8db3\u591f\u81ea\u4e3b\u7684\u540c\u65f6\u9057\u61be\u5730\u544a\u522b\u4e86\u7279\u65af\u62c9\u3002<\/p>\n<p>\u53bb\u5e74\uff0cKarpathy\u91cd\u8fd4OpenAI\uff0c\u4f46\u4e0d\u4e45\u540e\u53c8\u56e0\u4e3a\u76f8\u4f3c\u7684\u539f\u56e0\u79bb\u5f00\u3002\u4eca\u5e74\u4e03\u6708\uff0c\u4ed6\u521b\u7acb\u4e86\u81ea\u5df1\u7684\u521d\u521b\u516c\u53f8Eureka Labs\uff0c\u81f4\u529b\u4e8e\u5c06AI\u4e0e\u6559\u80b2\u76f8\u7ed3\u5408\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-7716a8e5ddaee65bf2595e971c0e4aad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-7716a8e5ddaee65bf2595e971c0e4aad.png\"><\/a><\/p>\n<blockquote>\n<p>Karpathy\u7684\u79bb\u804c\u63a8\u6587\uff1a\u201c\u79bb\u5f00OpenAI\u6ca1\u6709\u4ec0\u4e48\u7279\u522b\u539f\u56e0\uff0c\u8ba1\u5212\u5f00\u5c55\u4e2a\u4eba\u9879\u76ee\uff0c\u4f46\u8bf7\u7ee7\u7eed\u63d0\u51fa\u9634\u8c0b\u8bba\u56e0\u4e3a\u90a3\u5f88\u6709\u8da3\u3002\u201d<\/p>\n<\/blockquote>\n<p><\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0cKarpathy\u5bf9\u7279\u65af\u62c9\u7684\u60c5\u611f\u4f9d\u65e7\u6df1\u539a\u3002\u4ed6\u5728\u8bbf\u8c08\u4e2d\u516c\u5f00\u8868\u793a\u5bf9\u7279\u65af\u62c9\u5728AGI\u3001\u673a\u5668\u4eba\u4ee5\u53ca\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u7684\u8d5e\u8d4f\uff0c\u5e76\u900f\u9732\u4e86\u672a\u6765\u53ef\u80fd\u91cd\u8fd4\u7279\u65af\u62c9\u7684\u610f\u613f\u3002<\/p>\n<p>\u5728\u8fd9\u671f\u64ad\u5ba2\u8282\u76ee\u4e2d\uff0cKarpathy\u4e0d\u6b62\u5206\u4eab\u4e86\u8fc7\u53bb\u5728\u7279\u65af\u62c9\u6536\u83b7\u7684\u6709\u5173\u81ea\u52a8\u9a7e\u9a76\u548c\u4eba\u5f62\u673a\u5668\u4eba\u7684\u601d\u8003\uff0c\u8fd8\u6709\u4ed6\u5bf9Scaling Law\u548cAI\u53d1\u5c55\u7684\u7406\u89e3\u4ee5\u53ca\u5bf9AI\u6559\u80b2\u7684\u5c55\u671b\u3002<\/p>\n<p>\u5728\u8c08\u5230\u81ea\u52a8\u9a7e\u9a76\u65f6\uff0cKarpathy\u56de\u5fc6\u8d77\u81ea\u5df1\u5341\u5e74\u524d\u7b2c\u4e00\u6b21\u4f53\u9a8cWaymo\u7684\u81ea\u52a8\u9a7e\u9a76\u7684\u7ecf\u5386\uff0c\u90a3\u65f6Waymo\u5728\u8857\u533a\u7684\u8868\u73b0\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u5b8c\u7f8e\u3002\u7ecf\u8fc7\u5341\u5e74\u7684\u53d1\u5c55\uff0c\u8fd9\u9879\u6280\u672f\u7ec8\u4e8e\u4ecedemo\u6f14\u53d8\u6210\u4e86\u771f\u6b63\u7684\u5546\u4e1a\u4ea7\u54c1\u3002<\/p>\n<p>Karpathy\u8ba4\u4e3a\u73b0\u5728\u7684\u81ea\u52a8\u9a7e\u9a76\u5176\u5b9e\u5df2\u7ecf\u8fbe\u5230\u4e86\u7c7b\u4f3cAGI\u7684\u6c34\u5e73\uff0c\u53ea\u662f\u53d7\u9650\u4e8e\u6280\u672f\u548c\u76d1\u7ba1\uff0c\u5168\u7403\u8303\u56f4\u5185\u7684\u5168\u9762\u666e\u53ca\u4ecd\u7136\u662f\u4e2a\u96be\u9898\u3002<\/p>\n<p>Karpathy\u8fd8\u628aWaymo\u548c\u7279\u65af\u62c9\u505a\u4e86\u6bd4\u8f83\uff0c\u975e\u5e38\u6709\u4fe1\u5fc3\u5730\u80af\u5b9a\u4e86\u7279\u65af\u62c9\u7684\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u3002\u4ed6\u900f\u9732\uff0c\u81ea\u5df1\u521a\u4f53\u9a8c\u4e86\u7279\u65af\u62c9\u7684\u6700\u65b0\u7248\u672c\uff0c\u611f\u53d7\u975e\u5e38\u60ca\u8273\uff0c\u5bf9\u5176\u8868\u73b0\u975e\u5e38\u6ee1\u610f\u3002<\/p>\n<p>\u5728\u4eba\u5f62\u673a\u5668\u4eba\u65b9\u9762\uff0cKarpathy\u63d0\u51fa\u4e86\u72ec\u7279\u7684\u89c2\u70b9\u3002\u4ed6\u8ba4\u4e3a\uff0c\u6c7d\u8f66\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u79cd\u673a\u5668\u4eba\u3002\u4ed6\u8fd8\u63d0\u5230\uff0c\u5728\u7279\u65af\u62c9\u65e9\u671f\u7684Optimus\u4eba\u5f62\u673a\u5668\u4eba\u5f00\u53d1\u4e2d\uff0c\u6c7d\u8f66\u548c\u673a\u5668\u4eba\u5728\u786c\u4ef6\u3001\u5de5\u5177\u4ee5\u53ca\u7814\u7a76\u4eba\u5458\u65b9\u9762\u57fa\u672c\u90fd\u662f\u5171\u4eab\u7684\u3002<\/p>\n<p>Karpathy\u7279\u522b\u5206\u4eab\u4e86\u5bf9\u4eba\u5f62\u8bbe\u8ba1\u7684\u601d\u8003\uff0c\u4ed6\u8ba4\u4e3a\u4fdd\u6301\u4eba\u5f62\u8bbe\u8ba1\u662f\u4e3a\u4e86\u66f4\u597d\u5730\u96c6\u4e2d\u7814\u7a76\uff0c\u5229\u7528\u4eba\u7c7b\u6700\u719f\u6089\u7684\u59ff\u6001\u6765\u5e2e\u52a9\u6536\u96c6\u548c\u5904\u7406\u6570\u636e\uff0c\u540c\u65f6\u4e5f\u4f7f\u673a\u5668\u4eba\u66f4\u5bb9\u6613\u878d\u5165\u4eba\u7c7b\u793e\u4f1a\u3002<\/p>\n<p>\u81f3\u4e8e\u66f4\u6df1\u5c42\u6b21\u7684\u6280\u672f\u65b9\u9762\uff0cKarpathy \u8c08\u5230\u4e86\u5bf9Scaling Law\u7684\u7406\u89e3\u3002<\/p>\n<p>\u867d\u7136OpenAI\u4ee5\u5927\u53c2\u6570\u6a21\u578b\u800c\u95fb\u540d\uff0c\u66fe\u5f15\u9886\u4e86\u4e00\u6bb5\u65f6\u95f4\u7684\u5927\u53c2\u6570\u6a21\u578b\u98ce\u6f6e\uff0c\u4f46\u5982\u4eca\u4e3b\u6d41\u6a21\u578b\u5df2\u7ecf\u8f6c\u5411\u5c0f\u53c2\u6570\u8bbe\u8ba1\u3002\u5728Karpathy\u7684Youtube\u8d26\u53f7\uff0c\u6700\u8fd1\u4e00\u6761\u662f\u4e09\u4e2a\u6708\u524d\u91cd\u73b0GPT-2 124M\u53c2\u6570\u7684\u6559\u5b66\u89c6\u9891\uff0c\u65f6\u957f4\u4e2a\u591a\u5c0f\u65f6\uff0c\u8fd9\u6216\u8bb8\u4e5f\u95f4\u63a5\u53cd\u6620\u51faKarpathy\u5bf9Scaling Law\u7684\u4e0d\u540c\u770b\u6cd5\u3002<\/p>\n<p>Karpathy \u6307\u51fa\uff0c\u5f53\u524dAI\u53d1\u5c55\u7684\u7684\u74f6\u9888\u5df2\u7ecf\u4e0d\u518d\u662f\u53c2\u6570\u548c\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u8981\u662f\u6570\u636e\u96c6\u7684\u89c4\u6a21\u548c\u8d28\u91cf\u3002\u672a\u6765\u7684\u53d1\u5c55\u5c06\u66f4\u591a\u4f9d\u8d56\u5408\u6210\u6570\u636e\u7684\u751f\u6210\uff0c\u800c\u5408\u6210\u6570\u636e\u7684\u591a\u6837\u6027\u548c\u201c\u71b5\u201d\u5c24\u4e3a\u91cd\u8981\u3002\u6a21\u578b\u8f93\u51fa\u7684\u591a\u6837\u6027\u5982\u679c\u964d\u4f4e\uff0c\u4f1a\u5bfc\u81f4\u6570\u636e\u96c6\u5931\u53bb\u6d3b\u529b\u3002<\/p>\n<p>\u8282\u76ee\u7684\u6700\u540e\uff0cKarpathy\u56de\u5230\u4e86\u4ed6\u76ee\u524d\u4e13\u6ce8\u7684AI\u6559\u80b2\u9886\u57df\u3002\u4ed6\u76f8\u4fe1\u5728AI\u7684\u5e2e\u52a9\u4e0b\uff0c\u4e00\u5bf9\u4e00\u4e2a\u6027\u5316\u8bfe\u7a0b\u6709\u7740\u5de8\u5927\u7684\u6f5c\u529b\u548c\u5e02\u573a\uff0c\u5e76\u900f\u9732\u81ea\u5df1\u6b63\u5728\u7b79\u5907\u4e00\u95e8\u5173\u4e8eAI\u7684\u8bfe\u7a0b\uff0c\u9884\u8ba1\u4f1a\u5728\u665a\u4e9b\u65f6\u5019\u4e0a\u7ebf\u3002<\/p>\n<p><\/p>\n<p>\u5b8c\u6574\u64ad\u5ba2\u89c6\u9891\u53ef\u4ee5\u70b9\u4ee5\u4e0b\u94fe\u63a5\u89c2\u770b\uff1a<\/p>\n<p>https:\/\/www.youtube.com\/watch?v=hM_h0UA7upI<\/p>\n<p><\/p>\n<p>AI\u79d1\u6280\u8bc4\u8bba\u6458\u53d6\u4e86\u90e8\u5206\u64ad\u5ba2\u5185\u5bb9\uff0c\u505a\u4e86\u4e0d\u6539\u539f\u610f\u7684\u7cbe\u7f16\u5904\u7406\uff1a<\/p>\n<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=38785\/#%E8%87%AA%E5%8A%A8%E9%A9%BE%E9%A9%B6\" >\u81ea\u52a8\u9a7e\u9a76<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=38785\/#%E4%BA%BA%E5%BD%A2%E6%9C%BA%E5%99%A8%E4%BA%BA\" >\u4eba\u5f62\u673a\u5668\u4eba<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=38785\/#Scaling_Law%E4%B8%8E%E2%80%9C%E6%95%B0%E6%8D%AE%E5%A2%99%E2%80%9D\" >Scaling Law\u4e0e\u201c\u6570\u636e\u5899\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=38785\/#%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E4%B8%8E%E6%9C%AA%E6%9D%A5%E6%95%99%E8%82%B2\" >\u4eba\u5de5\u667a\u80fd\u4e0e\u672a\u6765\u6559\u80b2<\/a><\/li><\/ul><\/nav><\/div>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E8%87%AA%E5%8A%A8%E9%A9%BE%E9%A9%B6\"><\/span>\u81ea\u52a8\u9a7e\u9a76<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p>Sarah Guo\uff1a\u4f60\u66fe\u5728\u7279\u65af\u62c9\u9886\u5bfc\u81ea\u52a8\u9a7e\u9a76\u90e8\u95e8\uff0c\u73b0\u5728\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5df2\u7ecf\u53ef\u4ee5\u4e0a\u8def\u3002\u4f60\u8ba4\u4e3a\u5f53\u524d\u6280\u672f\u5904\u4e8e\u4ec0\u4e48\u6c34\u5e73\uff1f\u6211\u4eec\u9700\u8981\u591a\u957f\u65f6\u95f4\u624d\u80fd\u770b\u5230\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u6216\u66f4\u5e7f\u6cdb\u7684\u666e\u53ca\uff1f<\/p>\n<p>Andrej Karpathy\uff1a\u6211\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5de5\u4f5c\u4e86\u5927\u7ea6\u4e94\u5e74\uff0c\u5bf9\u8fd9\u4e2a\u9886\u57df\u975e\u5e38\u4e86\u89e3\u3002\u6211\u89c9\u5f97\u6211\u4eec\u73b0\u5728\u7684\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u5df2\u7ecf\u8fbe\u5230\u4e86\u7c7b\u4f3cAGI\u7684\u6c34\u5e73\u3002<\/p>\n<p>\u4eca\u5929\u7684\u4e00\u4e9b\u7cfb\u7edf\u5df2\u7ecf\u5141\u8bb8\u4ed8\u8d39\u7528\u6237\u5728\u57ce\u5e02\u4e2d\u4f7f\u7528\uff0c\u5c24\u5176\u662f\u5728\u65e7\u91d1\u5c71\uff0c\u8fd9\u79cd\u60c5\u51b5\u975e\u5e38\u666e\u904d\u3002\u6211\u4e2a\u4eba\u5df2\u7ecf\u4f53\u9a8c\u8fc7\u5f88\u591a\u6b21\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u771f\u7684\u5f88\u795e\u5947\uff0c\u53ef\u4ee5\u5c06\u4f60\u9001\u5230\u4efb\u4f55\u5730\u65b9\u3002<\/p>\n<p>\u5341\u5e74\u524d\uff0c\u6211\u7b2c\u4e00\u6b21\u4f53\u9a8c\u4e86Waymo\u7684\u81ea\u52a8\u9a7e\u9a76\u3002\u5f53\u65f6\uff0c\u6211\u7684\u4e00\u4f4d\u670b\u53cb\u5728Waymo\u5de5\u4f5c\uff0c\u4ed6\u7ed9\u6211\u5c55\u793a\u4e86\u4e00\u4e2ademo\u3002\u90a3\u65f6\u5019\uff0cWaymo\u5728\u8857\u533a\u5185\u7684\u9a7e\u9a76\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u5b8c\u7f8e\u3002<\/p>\n<p>\u7ecf\u8fc7\u5341\u5e74\u7684\u53d1\u5c55\uff0c\u5b83\u7ec8\u4e8e\u4ecedemo\u6210\u4e3a\u4e86\u4ed8\u8d39\u4ea7\u54c1\uff0c\u5e76\u4e14\u5728\u57ce\u5e02\u8303\u56f4\u5185\u4e0d\u65ad\u6269\u5c55\u3002<\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px;text-align: left\"><\/span><\/p>\n<p style=\"text-align:center\">\n<p style=\"text-align: center\"><span style=\"font-size: 14px;text-align: left\">Waymo\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/span><\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4f60\u89c9\u5f97\u81ea\u52a8\u9a7e\u9a76\u6280\u672f\u7684\u8fdb\u5c55\u4e3b\u8981\u53d7\u5230\u76d1\u7ba1\u8fd8\u662f\u6280\u672f\u7684\u5f71\u54cd\uff1f\u4f60\u8ba4\u4e3a\u8fd9\u9879\u6280\u672f\u4f55\u65f6\u4f1a\u771f\u6b63\u6210\u719f\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6280\u672f\u65b9\u9762\uff0c\u6f14\u793a\u548c\u5b9e\u9645\u5e94\u7528\u4e4b\u95f4\u6709\u5f88\u5927\u5dee\u8ddd\u3002\u4f60\u5728\u77ed\u65f6\u95f4\u7684\u6f14\u793a\u4e2d\u4e0d\u4f1a\u9047\u5230\u4ed6\u4eec\u5728\u8fc7\u53bb\u5341\u5e74\u91cc\u5904\u7406\u7684\u6240\u6709\u95ee\u9898\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u76d1\u7ba1\u56e0\u7d20\u4e5f\u8d77\u4e86\u91cd\u8981\u4f5c\u7528\u3002\u867d\u7136\u6211\u4eec\u5728\u8f6f\u4ef6\u65b9\u9762\u5df2\u7ecf\u63a5\u8fd1\u5b9e\u73b0AGI\uff0c\u4f46\u5168\u7403\u8303\u56f4\u7684\u666e\u53ca\u8fd8\u8fdc\u672a\u5b9e\u73b0\u3002\u6f14\u793a\u4e0e\u5168\u7403\u5316\u4e4b\u95f4\u7684\u5dee\u8ddd\u5f88\u5927\u3002<\/p>\n<p>\u867d\u7136\u5f88\u591a\u4eba\u8ba4\u4e3aWaymo\u9886\u5148\u4e8e\u7279\u65af\u62c9\uff0c\u4f46\u6211\u4e2a\u4eba\u8ba4\u4e3a\u7279\u65af\u62c9\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u66f4\u5177\u9886\u5148\u4f18\u52bf\u3002\u867d\u7136\u76ee\u524d\u770b\u8d77\u6765\u53ef\u80fd\u4e0d\u662f\u8fd9\u6837\uff0c\u4f46\u6211\u5bf9\u7279\u65af\u62c9\u7684\u81ea\u52a8\u9a7e\u9a76\u9879\u76ee\u975e\u5e38\u770b\u597d\u3002<\/p>\n<p>\u7279\u65af\u62c9\u9762\u4e34\u7684\u8f6f\u4ef6\u95ee\u9898\u6bd4Waymo\u7684\u786c\u4ef6\u95ee\u9898\u8981\u5bb9\u6613\u89e3\u51b3\u5f97\u591a\u3002\u7279\u65af\u62c9\u5df2\u7ecf\u5728\u5168\u7403\u8303\u56f4\u5185\u5927\u89c4\u6a21\u90e8\u7f72\u4e86\u6c7d\u8f66\uff0c\u800cWaymo\u8fd8\u5728\u52aa\u529b\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u3002\u4e00\u65e6\u7279\u65af\u62c9\u80fd\u591f\u5168\u9762\u5b9e\u73b0\u5176\u6280\u672f\uff0c\u5e76\u6210\u529f\u90e8\u7f72\u8fd9\u4e9b\u8f66\u8f86\uff0c\u5c06\u4f1a\u662f\u975e\u5e38\u4ee4\u4eba\u60ca\u53f9\u7684\u3002<\/p>\n<p>\u6211\u6628\u5929\u521a\u8bd5\u9a7e\u4e86\u6700\u65b0\u7248\u7684\u7279\u65af\u62c9\uff0c\u611f\u89c9\u4ed6\u4eec\u6700\u8fd1\u505a\u4e86\u5f88\u591a\u51fa\u8272\u7684\u6539\u8fdb\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u6211\u6700\u8fd1\u4e5f\u7528\u8fc7\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u611f\u89c9\u786e\u5b9e\u5f88\u68d2\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u7684\u786e\u5982\u6b64\u3002\u6628\u5929\u5b83\u4e3a\u6211\u5b8c\u6210\u4e86\u4e00\u4e9b\u975e\u5e38\u51fa\u8272\u7684\u9a7e\u9a76\u4efb\u52a1\u3002\u6211\u5bf9\u56e2\u961f\u7684\u8fdb\u5c55\u5370\u8c61\u6df1\u523b\u3002<\/p>\n<p>\u6211\u8fd8\u662f\u8ba4\u4e3a\u7279\u65af\u62c9\u9762\u4e34\u7684\u4e3b\u8981\u95ee\u9898\u662f\u8f6f\u4ef6\uff0c\u800cWaymo\u5219\u4e3b\u8981\u662f\u786c\u4ef6\u95ee\u9898\u3002\u76ee\u524d\uff0cWaymo\u5728\u8fd9\u65b9\u9762\u4f3c\u4e4e\u7a0d\u5360\u4f18\u52bf\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5341\u5e74\u540e\u6211\u4eec\u518d\u6765\u770b\u8c01\u771f\u6b63\u5b9e\u73b0\u4e86\u89c4\u6a21\u5316\uff0c\u5e76\u4e14\u4ece\u4e2d\u83b7\u5229\uff0c\u6211\u76f8\u4fe1\u7279\u65af\u62c9\u4f1a\u4fdd\u6301\u9886\u5148\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4f60\u8ba4\u4e3a\u89e3\u51b3\u8f6f\u4ef6\u95ee\u9898\u7684\u5173\u952e\u65f6\u523b\u8fd8\u8fdc\u5417\uff1f\u6b63\u5982\u4f60\u6240\u8bf4\uff0c\u5f88\u591a\u6c7d\u8f66\u4f7f\u7528\u6602\u8d35\u7684\u6fc0\u5149\u96f7\u8fbe\u548c\u4f20\u611f\u5668\u6765\u652f\u6301\u8f6f\u4ef6\u7cfb\u7edf\u3002\u7279\u65af\u62c9\u7684\u65b9\u6cd5\u662f\u53ea\u7528\u6444\u50cf\u5934\uff0c\u8fd9\u6837\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6210\u672c\u548c\u590d\u6742\u6027\uff0c\u5e76\u80fd\u5728\u591a\u79cd\u8f66\u578b\u4e0a\u5e94\u7528\u3002\u4f60\u8ba4\u4e3a\u8fd9\u79cd\u8f6c\u53d8\u4f1a\u5728\u4ec0\u4e48\u65f6\u5019\u53d1\u751f\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u5e0c\u671b\u5728\u51e0\u5e74\u5185\u80fd\u770b\u5230\u8fd9\u79cd\u8f6c\u53d8\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u6709\u8da3\u7684\u662f\uff0c\u7279\u65af\u62c9\u5728\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u4e86\u5f88\u591a\u6602\u8d35\u7684\u4f20\u611f\u5668\u3002\u867d\u7136\u4ed6\u4eec\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u4e3b\u8981\u4f9d\u9760\u6444\u50cf\u5934\uff0c\u4f46\u4ed6\u4eec\u5728\u8bad\u7ec3\u65f6\u4f7f\u7528\u4e86\u6fc0\u5149\u96f7\u8fbe\u548c\u5176\u4ed6\u4f20\u611f\u5668\u6765\u6784\u5efa\u5730\u56fe\u548c\u6536\u96c6\u6570\u636e\u3002\u8fd9\u79cd\u505a\u6cd5\u65e2\u806a\u660e\u53c8\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u5229\u7528\u4e86\u4f20\u611f\u5668\u7684\u4fe1\u606f\u6765\u4f18\u5316\u8f6f\u4ef6\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u8fd9\u79cd\u7b56\u7565\u8fd8\u6ca1\u6709\u88ab\u5145\u5206\u8ba4\u8bc6\u5230\uff0c\u4f46\u5b83\u4f1a\u975e\u5e38\u6709\u6548\u3002\u5c3d\u7ba1\u5728\u8bad\u7ec3\u9636\u6bb5\u4f20\u611f\u5668\u975e\u5e38\u6709\u7528\uff0c\u4f46\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d\uff0c\u6444\u50cf\u5934\u63d0\u4f9b\u7684\u4fe1\u606f\u5df2\u8db3\u591f\u652f\u6301\u7cfb\u7edf\u7684\u8fd0\u884c\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u53e6\u4e00\u79cd\u8f6c\u53d8\u662f\u4ece\u542f\u53d1\u5f0f\u5b66\u4e60\u8f6c\u5411\u7aef\u5230\u7aef\u7684\u6df1\u5ea6\u5b66\u4e60\u3002\u4f60\u600e\u4e48\u770b\u8fd9\u4e2a\u95ee\u9898\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u662f\u7684\uff0c\u7279\u65af\u62c9\u7684\u7b56\u7565\u4e00\u76f4\u5f88\u660e\u786e\u3002<\/p>\n<p>\u6700\u521d\uff0c\u7279\u65af\u62c9\u7cfb\u7edf\u4e2d\u6709\u5f88\u591aC++\u4ee3\u7801\uff0c\u4f46\u73b0\u5728\u795e\u7ecf\u7f51\u7edc\u5df2\u7ecf\u63a5\u7ba1\u4e86\u8bb8\u591a\u529f\u80fd\uff0cC++\u4ee3\u7801\u7684\u4f7f\u7528\u51cf\u5c11\u4e86\u3002\u8fd9\u8868\u660e\u795e\u7ecf\u7f51\u7edc\u9010\u6e10\u63a5\u7ba1\u4e86\u7cfb\u7edf\u7684\u5404\u4e2a\u90e8\u5206\uff0c\u4ece\u5904\u7406\u56fe\u50cf\u5230\u591a\u56fe\u50cf\u9884\u6d4b\uff0c\u6700\u7ec8\u7cfb\u7edf\u53ea\u9700\u8f93\u51fa\u8f6c\u5411\u6307\u4ee4\u3002<\/p>\n<p>\u7279\u65af\u62c9\u5728\u8fd9\u65b9\u9762\u505a\u5f97\u5f88\u597d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cWaymo\u5c1d\u8bd5\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\uff0c\u4f46\u4f3c\u4e4e\u6ca1\u6709\u5b8c\u5168\u5b9e\u73b0\u4ed6\u4eec\u7684\u76ee\u6807\u3002\u56e0\u4e3aWaymo\u5bf9\u5177\u4f53\u7ec6\u8282\u4fdd\u5bc6\uff0c\u6211\u4eec\u4e0d\u5b8c\u5168\u4e86\u89e3\u4ed6\u4eec\u7684\u505a\u6cd5\uff0c\u4f46\u6211\u76f8\u4fe1\u7279\u65af\u62c9\u7684\u9010\u6b65\u63a8\u8fdb\u65b9\u6cd5\u662f\u6709\u6548\u7684\u3002<\/p>\n<p>\u672a\u6765\uff0c\u7279\u65af\u62c9\u7684\u7aef\u5230\u7aef\u7cfb\u7edf\u53ef\u80fd\u5b8c\u5168\u4f9d\u8d56\u795e\u7ecf\u7f51\u7edc\uff0c\u901a\u8fc7\u89c6\u9891\u6d41\u76f4\u63a5\u751f\u6210\u6307\u4ee4\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u9700\u8981\u65f6\u95f4\uff0c\u56e0\u4e3a\u8981\u9010\u6b65\u5efa\u7acb\u7cfb\u7edf\u5e76\u5904\u7406\u5404\u79cd\u4e2d\u95f4\u9884\u6d4b\u3002\u5373\u4f7f\u5728\u7aef\u5230\u7aef\u7cfb\u7edf\u4e2d\uff0c\u4e2d\u95f4\u8868\u5f81\u548c\u7279\u5f81\u68c0\u6d4b\u5668\u4ecd\u7136\u91cd\u8981\uff0c\u5b83\u4eec\u53ef\u4ee5\u7b80\u5316\u6700\u7ec8\u7cfb\u7edf\u7684\u8bbe\u8ba1\u3002<\/p>\n<p>\u8bad\u7ec3\u4e00\u4e2a\u5e9e\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u7aef\u5230\u7aef\u9a7e\u9a76\u65f6\uff0c\u76d1\u7763\u4fe1\u53f7\u4e0d\u8db3\u662f\u4e00\u4e2a\u6311\u6218\u3002\u56e0\u6b64\uff0c\u4e2d\u95f4\u5c42\u7684\u8868\u5f81\u548c\u68c0\u6d4b\u5668\u80fd\u5e2e\u52a9\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f7f\u7aef\u5230\u7aef\u8bad\u7ec3\u66f4\u53ef\u884c\u3002<\/p>\n<p>\u5c3d\u7ba1\u6211\u4e0d\u662f\u8fd9\u4e2a\u56e2\u961f\u7684\u4e00\u90e8\u5206\uff0c\u6211\u76f8\u4fe1\u7279\u65af\u62c9\u901a\u8fc7\u5927\u91cf\u7684\u9884\u8bad\u7ec3\u53ef\u4ee5\u9010\u6b65\u4f18\u5316\u7aef\u5230\u7aef\u7cfb\u7edf\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u7279\u65af\u62c9\u7684\u9010\u6b65\u63a8\u8fdb\u65b9\u6cd5\u662f\u5408\u7406\u4e14\u6709\u6548\u7684\u3002<\/p>\n<p><\/p>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E4%BA%BA%E5%BD%A2%E6%9C%BA%E5%99%A8%E4%BA%BA\"><\/span>\u4eba\u5f62\u673a\u5668\u4eba<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u4f60\u4e4b\u524d\u7814\u7a76\u8fc7\u7279\u65af\u62c9\u7684\u4eba\u5f62\u673a\u5668\u4eba\u9879\u76ee\u3002\u6211\u6709\u5f88\u591a\u95ee\u9898\uff0c\u5176\u4e2d\u4e00\u4e2a\u662f\uff0c\u662f\u5426\u6709\u6280\u672f\u6216\u7ecf\u9a8c\u7684\u8f6c\u79fb\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u51e0\u4e4e\u6240\u6709\u4e1c\u897f\u90fd\u5728\u8f6c\u79fb\uff0c\u6211\u89c9\u5f97\u5f88\u591a\u4eba\u5e76\u6ca1\u6709\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u6c7d\u8f66\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u673a\u5668\u4eba\u3002\u800c\u6211\u5e76\u4e0d\u8ba4\u4e3a\u7279\u65af\u62c9\u662f\u4e00\u5bb6\u6c7d\u8f66\u516c\u53f8\uff0c\u8fd9\u79cd\u770b\u6cd5\u5176\u5b9e\u6709\u4e9b\u8bef\u5bfc\u3002\u7279\u65af\u62c9\u66f4\u50cf\u662f\u4e00\u5bb6\u673a\u5668\u4eba\u516c\u53f8\uff0c\u5c24\u5176\u662f\u5728\u5927\u89c4\u6a21\u751f\u4ea7\u673a\u5668\u4eba\u65b9\u9762\uff0c\u56e0\u4e3a\u89c4\u6a21\u5316\u662f\u4e2a\u72ec\u7acb\u7684\u53d8\u91cf\u3002<\/p>\n<p>\u4ed6\u4eec\u4e0d\u4ec5\u4ec5\u662f\u5728\u5236\u9020\u67d0\u4e00\u4ef6\u4ea7\u54c1\uff0c\u800c\u662f\u5728\u5236\u9020\u751f\u4ea7\u8fd9\u4ef6\u4ea7\u54c1\u7684\u673a\u5668\uff0c\u8fd9\u4e5f\u662f\u4e00\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u80fd\u529b\u3002\u6240\u4ee5\uff0c\u7279\u65af\u62c9\u5c31\u662f\u4e00\u5bb6\u89c4\u6a21\u5316\u7684\u673a\u5668\u4eba\u516c\u53f8\u3002<\/p>\n<p>\u4ece\u6c7d\u8f66\u5230\u4eba\u5f62\u673a\u5668\u4eba\u4e4b\u95f4\u7684\u6280\u672f\u8f6c\u79fb\uff0c\u5176\u5b9e\u5e76\u6ca1\u6709\u90a3\u4e48\u56f0\u96be\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u65e9\u671f\u7248\u672c\u7684\u673a\u5668\u4eba\u201c\u64ce\u5929\u67f1\u201d\u4e00\u5ea6\u4ee5\u4e3a\u81ea\u5df1\u662f\u8f86\u6c7d\u8f66\uff0c\u56e0\u4e3a\u5b83\u4f7f\u7528\u4e86\u540c\u6837\u7684\u8ba1\u7b97\u673a\u548c\u6444\u50cf\u5934\u3002<\/p>\n<p>\u975e\u5e38\u6709\u8da3\u7684\u662f\uff0c\u6211\u4eec\u5728\u673a\u5668\u4eba\u4e0a\u8fd0\u884c\u7684\u662f\u6c7d\u8f66\u7684\u7b97\u6cd5\uff0c\u800c\u5b83\u5374\u5728\u529e\u516c\u5ba4\u91cc\u56db\u5904\u79fb\u52a8\uff0c\u8bd5\u56fe\u8bc6\u522b\u53ef\u9a7e\u9a76\u7684\u7a7a\u95f4\uff0c\u4f46\u5b9e\u9645\u4e0a\u5b83\u9762\u5bf9\u7684\u662f\u6b65\u884c\u7a7a\u95f4\u3002\u867d\u7136\u6709\u4e9b\u7ec6\u5fae\u7684\u8c03\u6574\u9700\u8981\u505a\uff0c\u4f46\u57fa\u672c\u4e0a\uff0c\u5b83\u5728\u5f00\u8f66\u7684\u73af\u5883\u91cc\u8fd0\u884c\uff0c\u5b9e\u9645\u4e0a\u53ea\u662f\u5728\u884c\u8d70\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2dea2a39251d4b5ff1aca5e9cd04b309.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2dea2a39251d4b5ff1aca5e9cd04b309.png\"><\/a><\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u8fd9\u4e48\u8bf4\u7684\u8bdd\uff0c\u786e\u5b9e\u53ef\u4ee5\u4ece\u4e00\u4e2a\u673a\u5668\u4eba\u89c6\u89d2\u53bb\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\u3002\u8bb8\u591a\u6280\u672f\u53ef\u4ee5\u76f4\u63a5\u8f6c\u79fb\uff0c\u53ea\u662f\u7f3a\u5c11\u4e86\u4e00\u4e9b\u9a7e\u9a76\u76f8\u5173\u7684\u6570\u636e\u548c\u63a7\u5236\u6a21\u5757\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6ca1\u9519\uff0c\u786e\u5b9e\u4f1a\u7f3a\u5c11\u4e00\u4e9b\u5173\u952e\u7684\u7ec4\u4ef6\u3002<\/p>\n<p>\u4f46\u53e6\u4e00\u4ef6\u8ba9\u6211\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0cOptimus\u9879\u76ee\u542f\u52a8\u7684\u901f\u5ea6\u975e\u5e38\u5feb\u3002\u5f53Elon\u5ba3\u5e03\u8fd9\u4e2a\u9879\u76ee\u65f6\uff0c\u6240\u6709\u76f8\u5173\u7684\u5de5\u5177\u3001CAD\u6a21\u578b\u3001\u4f9b\u5e94\u94fe\u7ba1\u7406\u7b49\u5c31\u8fc5\u901f\u5230\u4f4d\u4e86\u3002\u8fd9\u8ba9\u6211\u610f\u8bc6\u5230\uff0c\u7279\u65af\u62c9\u5185\u90e8\u5176\u5b9e\u79ef\u7d2f\u4e86\u5927\u91cf\u5236\u9020\u673a\u5668\u4eba\u7684\u4e13\u4e1a\u77e5\u8bc6\u3002<\/p>\n<p>\u6240\u6709\u8fd9\u4e9b\u5de5\u5177\u5176\u5b9e\u662f\u901a\u7528\u7684\uff0c\u53ea\u662f\u88ab\u4ece\u6c7d\u8f66\u9879\u76ee\u4e2d\u91cd\u65b0\u914d\u7f6e\u548c\u8c03\u6574\u4e86\u4e00\u4e0b\u3002\u4f60\u9700\u8981\u7684\u786c\u4ef6\u3001\u89c4\u6a21\u5316\u751f\u4ea7\u7684\u5de5\u5177\uff0c\u751a\u81f3\u662f\u80cc\u540e\u63a7\u5236\u8fd9\u4e9b\u5de5\u5177\u7684\u5927\u8111\uff0c\u5176\u5b9e\u90fd\u5dee\u4e0d\u591a\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4e0d\u4ec5\u662f\u6280\u672f\u7f51\u7edc\u7684\u8f6c\u79fb\uff0c\u8fd8\u6d89\u53ca\u5230\u5404\u79cd\u5de5\u4f5c\u65b9\u6cd5\u7684\u8f6c\u79fb\u3002\u6bd4\u5982\uff0c\u6807\u7b7e\u56e2\u961f\u7684\u5de5\u4f5c\u65b9\u5f0f\u3001\u534f\u8c03\u65b9\u6cd5\uff0c\u4ee5\u53ca\u6574\u4e2a\u9879\u76ee\u56e2\u961f\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u8fdb\u884c\u5927\u91cf\u7684\u8f6c\u79fb\u548c\u8c03\u6574\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7\u4eba\u5f62\u673a\u5668\u4eba\u6216\u7c7b\u4f3c\u6280\u672f\u7684\u7b2c\u4e00\u4e2a\u5b9e\u9645\u5e94\u7528\u9886\u57df\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u8ba4\u4e3a\uff0c\u6700\u521d\u7684\u5e94\u7528\u9886\u57df\u5e94\u8be5\u662f\u516c\u53f8\u5185\u90e8\u81ea\u5df1\u4f7f\u7528\u3002\u6211\u975e\u5e38\u770b\u597d\u7279\u65af\u62c9\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u91c7\u53d6\u8fd9\u79cd\u65b9\u5f0f\u3002<\/p>\n<p>\u5982\u679c\u516c\u53f8\u80fd\u610f\u8bc6\u5230\u7b2c\u4e00\u4e2a\u5ba2\u6237\u662f\u81ea\u5df1\uff0c\u90a3\u4e48\u53ef\u4ee5\u5728\u5de5\u5382\u5185\u90e8\u8fdb\u884c\u9879\u76ee\u5b75\u5316\uff0c\u5904\u7406\u5982\u6750\u6599\u642c\u8fd0\u7b49\u4efb\u52a1\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u5c31\u53ef\u4ee5\u907f\u514d\u4e0e\u7b2c\u4e09\u65b9\u7b7e\u8ba2\u590d\u6742\u7684\u5408\u540c\uff0c\u7701\u53bb\u6cd5\u5f8b\u4e0a\u7684\u9ebb\u70e6\u3002<\/p>\n<p>\u5728\u5185\u90e8\u6210\u529f\u5b75\u5316\u4e4b\u540e\uff0c\u53ef\u4ee5\u8fdb\u5165B2B\u5e02\u573a\uff0c\u5411\u62e5\u6709\u5927\u578b\u4ed3\u5e93\u7684\u516c\u53f8\u63a8\u5e7f\u3002\u8fd9\u4e9b\u516c\u53f8\u9700\u8981\u5904\u7406\u6750\u6599\u642c\u8fd0\u7b49\u4efb\u52a1\uff0c\u5408\u540c\u548c\u5b89\u5168\u63aa\u65bd\u4e5f\u80fd\u5c31\u7eea\u3002<\/p>\n<p>\u7b49\u5230\u5728\u591a\u5bb6\u516c\u53f8\u5185\u90e8\u6210\u529f\u5e94\u7528\u540e\uff0c\u624d\u662f\u8fdb\u5165B2C\u5e02\u573a\u7684\u65f6\u673a\u3002\u6211\u76f8\u4fe1\u6211\u4eec\u4f1a\u770b\u5230B2C\u9886\u57df\u7684\u673a\u5668\u4eba\u51fa\u73b0\uff0c\u4f8b\u5982\u50cfUnitree\u8fd9\u6837\u7684\u516c\u53f8\u4e5f\u5728\u63a8\u51fa\u4ee4\u4eba\u671f\u5f85\u7684\u673a\u5668\u4eba\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-12b87b1a5cc173e1240f02ed32753e11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-12b87b1a5cc173e1240f02ed32753e11.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\">Unitree\u63a8\u51fa\u7684G1\u673a\u5668\u4eba<\/span><\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u73b0\u5728\u6709\u4e00\u4e2aG1\u673a\u5668\u4eba\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u4e5f\u53ef\u80fd\u4f1a\u8003\u8651\u4e70\u4e00\u4e2a\u3002\u672a\u6765\u53ef\u80fd\u8fd8\u4f1a\u56f4\u7ed5\u8fd9\u4e9b\u5e73\u53f0\u5f62\u6210\u4e00\u4e2a\u751f\u6001\u7cfb\u7edf\uff0c\u4eba\u4eec\u4f1a\u57fa\u4e8e\u8fd9\u4e9b\u5e73\u53f0\u8fdb\u884c\u5f00\u53d1\u3002<\/p>\n<p>\u867d\u7136\u4ece\u89c4\u6a21\u5316\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u6709\u524d\u666f\u7684\uff0c\u4f46\u5728\u521d\u671f\u9636\u6bb5\uff0c\u4e3b\u8981\u8fd8\u662f\u5904\u7406\u6750\u6599\u642c\u8fd0\u4efb\u52a1\uff0c\u4e4b\u540e\u518d\u9010\u6b65\u5411\u66f4\u590d\u6742\u7684\u9ad8\u590d\u6742\u6027\u4efb\u52a1\uff08HKC\uff09\u53d1\u5c55\u3002<\/p>\n<p>\u5176\u4e2d\u4e00\u4e2a\u8ba9\u6211\u975e\u5e38\u5174\u594b\u7684\u9879\u76ee\u662f\u201c\u5439\u53f6\u673a\u6311\u6218\u201d\u3002\u6211\u5e0c\u671b\u770b\u5230Optimus\u673a\u5668\u4eba\u80fd\u5728\u8857\u4e0a\u50cf\u8e2e\u7740\u811a\u5c16\u4e00\u6837\u5c0f\u5fc3\u7ffc\u7ffc\u5730\u6361\u8d77\u6bcf\u4e00\u7247\u843d\u53f6\uff0c\u8fd9\u6837\u6211\u4eec\u5c31\u4e0d\u518d\u9700\u8981\u90a3\u4e9b\u566a\u97f3\u5927\u7684\u5439\u53f6\u673a\u4e86\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u8fd9\u662f\u4e00\u9879\u5f88\u6709\u524d\u666f\u7684\u4efb\u52a1\uff0c\u4e5f\u5e0c\u671b\u8fd9\u662f\u6700\u65e9\u7684\u5e94\u7528\u4e4b\u4e00\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u4eec\u53ef\u4ee5\u804a\u804a\u4eba\u5f62\u673a\u5668\u4eba\u7684\u8bbe\u8ba1\u903b\u8f91\u5417\uff1f\u6700\u7b80\u5355\u7684\u8bf4\u6cd5\u662f\uff1a\u4e16\u754c\u662f\u4e3a\u4eba\u7c7b\u8bbe\u8ba1\u7684\uff0c\u6240\u4ee5\u5982\u679c\u4f60\u5236\u9020\u4e00\u5957\u786c\u4ef6\uff0c\u6700\u5408\u7406\u7684\u505a\u6cd5\u5c31\u662f\u8ba9\u8fd9\u4e2a\u6a21\u578b\u5728\u8fd9\u5957\u786c\u4ef6\u4e0a\u5b8c\u6210\u8d8a\u6765\u8d8a\u591a\u7684\u4efb\u52a1\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6709\u4eba\u8ba4\u4e3a\uff0c\u4eba\u7c7b\u5e76\u4e0d\u662f\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u7684\u6700\u4f73\u9009\u62e9\u3002\u4f60\u53ef\u4ee5\u8ba9\u5b83\u4eec\u66f4\u5f3a\u58ee\u3001\u66f4\u5927\u6216\u8005\u66f4\u5c0f\uff0c\u90a3\u4e3a\u4ec0\u4e48\u4e0d\u5c1d\u8bd5\u505a\u4e00\u4e9b\u8d85\u8d8a\u4eba\u7c7b\u80fd\u529b\u7684\u4e8b\u60c5\u5462\uff1f\u4f60\u600e\u4e48\u7406\u89e3\u8fd9\u4e2a\u95ee\u9898\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u89c9\u5f97\u4eba\u4eec\u53ef\u80fd\u4f4e\u4f30\u4e86\u6bcf\u4e2a\u5e73\u53f0\u7684\u56fa\u5b9a\u6210\u672c\u7684\u590d\u6742\u6027\u3002\u5b9e\u9645\u4e0a\uff0c\u6bcf\u4e2a\u5e73\u53f0\u90fd\u6709\u5f88\u9ad8\u7684\u56fa\u5b9a\u6210\u672c\uff0c\u56e0\u6b64\u96c6\u4e2d\u5316\u3001\u8ba9\u4e00\u4e2a\u5e73\u53f0\u80fd\u591f\u5904\u7406\u6240\u6709\u4efb\u52a1\u662f\u975e\u5e38\u6709\u610f\u4e49\u7684\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4eba\u5f62\u8bbe\u8ba1\u4e5f\u5f88\u5438\u5f15\u4eba\uff0c\u56e0\u4e3a\u4eba\u7c7b\u53ef\u4ee5\u8f7b\u677e\u64cd\u4f5c\u5b83\uff0c\u8fd9\u5728\u6570\u636e\u6536\u96c6\u65b9\u9762\u4e5f\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e00\u70b9\u7ecf\u5e38\u88ab\u5ffd\u89c6\u3002<\/p>\n<p>\u4f60\u63d0\u5230\u7684\u4e16\u754c\u4e3a\u4eba\u7c7b\u8bbe\u8ba1\u7684\u56e0\u7d20\u5f53\u7136\u4e5f\u5f88\u91cd\u8981\u3002\u6211\u8ba4\u4e3a\u6211\u4eec\u4f1a\u770b\u5230\u4e00\u4e9b\u4eba\u5f62\u5e73\u53f0\u7684\u53d8\u4f53\uff0c\u4f46\u6bcf\u4e2a\u5e73\u53f0\u7684\u56fa\u5b9a\u6210\u672c\u90fd\u662f\u5de8\u5927\u7684\u3002<\/p>\n<p>\u53e6\u5916\u4e00\u4e2a\u91cd\u8981\u56e0\u7d20\u662f\u591a\u4efb\u52a1\u5b66\u4e60\u3002\u6211\u4eec\u5e0c\u671b\u6709\u4e00\u4e2a\u80fd\u591f\u5904\u7406\u591a\u79cd\u4efb\u52a1\u7684\u5355\u4e00\u795e\u7ecf\u7f51\u7edc\uff0c\u4ece\u4e2d\u83b7\u5f97\u6240\u6709\u7684\u667a\u80fd\u548c\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u4e5f\u662f\u8bed\u8a00\u6a21\u578b\u5982\u6b64\u6709\u8da3\u7684\u539f\u56e0\u4e4b\u4e00\uff0c\u56e0\u4e3a\u5b83\u4eec\u5728\u7edf\u4e00\u7684\u6587\u672c\u9886\u57df\u4e2d\u5904\u7406\u591a\u79cd\u4efb\u52a1\uff0c\u4e0d\u540c\u7684\u95ee\u9898\u4e4b\u95f4\u5171\u4eab\u77e5\u8bc6\uff0c\u90fd\u7ed3\u5408\u5728\u4e00\u4e2a\u5355\u4e00\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002<\/p>\n<p>\u4f60\u9700\u8981\u8fd9\u6837\u7684\u5e73\u53f0\u3002\u5e0c\u671b\u4e3a\u53f6\u5b50\u6361\u62fe\u6536\u96c6\u7684\u6570\u636e\u80fd\u5bf9\u5176\u4ed6\u4efb\u52a1\u4e5f\u6709\u5e2e\u52a9\u3002\u5982\u679c\u4f60\u4e3a\u7279\u5b9a\u4efb\u52a1\u6784\u5efa\u4e13\u7528\u7cfb\u7edf\uff0c\u5c31\u4e0d\u80fd\u4ece\u5176\u4ed6\u4efb\u52a1\u4e2d\u83b7\u5f97\u8fc1\u79fb\u5b66\u4e60\u7684\u597d\u5904\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u542c\u8bf4G1\u7684\u4ef7\u683c\u5927\u7ea6\u662f3\u4e07\u7f8e\u5143\uff0c\u5bf9\u5427\uff1f\u4f46\u4f3c\u4e4e\u5f88\u96be\u5728\u7279\u5b9a\u9884\u7b97\u4e0b\u5236\u9020\u51fa\u4e00\u4e2a\u529f\u80fd\u975e\u5e38\u5f3a\u5927\u7684\u4eff\u4eba\u673a\u5668\u4eba\u3002\u5982\u679c\u4f60\u60f3\u5728\u8f6e\u5b50\u4e0a\u88c5\u4e00\u4e2a\u80fd\u505a\u4e8b\u7684\u624b\u81c2\uff0c\u4e5f\u8bb8\u4e00\u5f00\u59cb\u7528\u66f4\u4fbf\u5b9c\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u4e00\u4e2a\u901a\u7528\u5e73\u53f0\u4f1a\u66f4\u5b9e\u9645\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u8fd9\u4e2a\u89c2\u70b9\u5f88\u6709\u9053\u7406\u3002\u4f60\u53ef\u4ee5\u5728\u4e0a\u9762\u88c5\u4e00\u4e2a\u8f6e\u5b50\u6765\u66ff\u4ee3\u811a\u3002<\/p>\n<p>\u6211\u4e0d\u786e\u5b9a\u8fd9\u79cd\u505a\u6cd5\u662f\u5426\u4f1a\u964d\u4f4e\u673a\u5668\u4eba\u7684\u6548\u679c\uff0c\u4f46\u6211\u89c9\u5f97\u9009\u62e9\u4e00\u4e2a\u5e73\u53f0\uff0c\u8ba9\u5b83\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u8868\u73b0\u51fa\u8272\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u4eba\u5f62\u673a\u5668\u4eba\u4e5f\u6709\u4e00\u79cd\u5fc3\u7406\u4e0a\u7684\u4f18\u52bf\uff0c\u56e0\u4e3a\u5b83\u4eec\u770b\u8d77\u6765\u66f4\u719f\u6089\uff0c\u4eba\u4eec\u66f4\u5bb9\u6613\u7406\u89e3\u548c\u4e92\u52a8\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u4e5f\u53ef\u80fd\u5e26\u6765\u6050\u60e7\u611f\uff0c\u4eba\u4eec\u53ef\u80fd\u66f4\u559c\u6b22\u66f4\u62bd\u8c61\u7684\u8bbe\u8ba1\u3002\u6211\u4e0d\u786e\u5b9a\u662f\u5426\u4f1a\u51fa\u73b0\u67d0\u79cd\u201c\u771f\u6b63\u7684\u602a\u7269\u201d\uff0c\u4f46\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u95ee\u9898\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4f60\u8ba4\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u672a\u6765\u6280\u672f\u91cc\u7a0b\u7891\u8fd8\u7f3a\u5c11\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u4e0d\u786e\u5b9a\u81ea\u5df1\u662f\u5426\u6709\u4e00\u4e2a\u5b8c\u5168\u6e05\u6670\u7684\u89c6\u89d2\u6765\u89e3\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u65b9\u9762\u662f\uff0c\u5728\u4eba\u4f53\u5f62\u6001\u7684\u8bbe\u8ba1\u4e2d\uff0c\u4e0b\u534a\u8eab\u53ef\u80fd\u9700\u8981\u6a21\u4eff\u5b66\u4e60\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u5927\u91cf\u7684\u949f\u6446\u5f0f\u63a7\u5236\u548c\u7c7b\u4f3c\u7684\u6280\u672f\uff0c\u800c\u4e0a\u534a\u8eab\u5219\u9700\u8981\u5904\u7406\u8fdc\u7a0b\u64cd\u4f5c\u3001\u6570\u636e\u6536\u96c6\u548c\u7aef\u5230\u7aef\u7684\u8bad\u7ec3\u3002\u56e0\u6b64\uff0c\u6574\u4f53\u6765\u770b\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4e4b\u95f4\u7684\u4e92\u52a8\u53d8\u5f97\u975e\u5e38\u590d\u6742\u3002<\/p>\n<p>\u5728\u521d\u671f\u9636\u6bb5\uff0c\u6211\u9884\u8ba1\u5f88\u591a\u5de5\u4f5c\u5c06\u4f9d\u8d56\u4e8e\u8fdc\u7a0b\u64cd\u4f5c\uff0c\u4ece\u5730\u9762\u5f00\u59cb\u6a21\u4eff\uff0c\u8fd9\u53ef\u80fd\u4f1a\u572895%\u7684\u60c5\u51b5\u4e0b\u6709\u6548\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u8ba8\u8bba\u4eba\u4e0e\u673a\u5668\u4eba\u4e4b\u95f4\u7684\u6bd4\u4f8b\u65f6\uff0c\u4eba\u4eec\u53ef\u80fd\u4f1a\u9010\u6e10\u8f6c\u53d8\u4e3a\u673a\u5668\u4eba\u7684\u76d1\u7763\u8005\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5c06\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u9010\u6b65\u53d1\u751f\u3002<\/p>\n<p>\u81f3\u4e8e\u6280\u672f\u4e0a\u7684\u969c\u788d\uff0c\u6211\u4e0d\u786e\u5b9a\u662f\u5426\u6709\u67d0\u4e00\u4ef6\u5177\u4f53\u7684\u4e8b\u60c5\u963b\u788d\u4e86\u6211\u4eec\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u76ee\u524d\u5f88\u591a\u5de5\u5177\u90fd\u5df2\u7ecf\u53ef\u4ee5\u4f7f\u7528\u3002\u50cfTransformer\u8fd9\u79cd\u6280\u672f\u5c31\u50cf\u662f\u4e00\u79cd\u7f8e\u4e3d\u7684\u7ec4\u7ec7\u7ed3\u6784\uff0c\u53ea\u9700\u8981\u5c06\u6570\u636e\u4ee5\u6b63\u786e\u7684\u5f62\u5f0f\u8f93\u5165\uff0c\u7136\u540e\u8fdb\u884c\u8bad\u7ec3\u3001\u5b9e\u9a8c\u3001\u90e8\u7f72\u548c\u8fed\u4ee3\u3002<\/p>\n<p>\u8fd9\u4e9b\u8fc7\u7a0b\u786e\u5b9e\u7e41\u7410\uff0c\u4f46\u6211\u4e0d\u6e05\u695a\u662f\u5426\u6709\u5355\u72ec\u7684\u6280\u672f\u95ee\u9898\u5728\u963b\u788d\u6211\u4eec\u7684\u8fdb\u5c55\u3002<\/p>\n<p><\/p>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"Scaling_Law%E4%B8%8E%E2%80%9C%E6%95%B0%E6%8D%AE%E5%A2%99%E2%80%9D\"><\/span><strong>Scaling Law\u4e0e\u201c\u6570\u636e\u5899\u201d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong><br \/><\/strong><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u4eec\u73b0\u5728\u6240\u5904\u7684\u72b6\u6001\u662f\u600e\u6837\u7684\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u4eec\u76ee\u524d\u7684\u72b6\u6001\u975e\u5e38\u597d\u3002\u6211\u89c9\u5f97\u5927\u5bb6\u53ef\u80fd\u8fd8\u6ca1\u6709\u5b8c\u5168\u7406\u89e3Transformer\u7684\u771f\u6b63\u795e\u5947\u4e4b\u5904\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u666e\u901a\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u662f\u4e00\u4e2a\u975e\u5e38\u901a\u7528\u4e14\u5f3a\u5927\u7684\u7f51\u7edc\u67b6\u6784\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5f53\u4eba\u4eec\u8c08\u8bba\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u201cScaling Law\u201d\u65f6\uff0c\u8fd9\u4e2a\u6cd5\u5219\u5b9e\u9645\u4e0a\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662fTransformer\u7684\u7279\u6027\u3002<\/p>\n<p>\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u4eba\u4eec\u4f7f\u7528\u7684\u662fLSTM\uff08\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff09\uff0c\u5c06\u5176\u5c42\u5c42\u5806\u53e0\uff0c\u4f46\u5374\u65e0\u6cd5\u5f97\u5230\u6e05\u6670\u7684Scaling Law\u3002LSTM\u7684\u8bad\u7ec3\u6548\u679c\u4e5f\u4e0d\u7406\u60f3\uff0c\u800cTransformer\u5219\u5f7b\u5e95\u6539\u53d8\u4e86\u8fd9\u4e00\u70b9\u3002\u5b83\u662f\u7b2c\u4e00\u4e2a\u80fd\u591f\u771f\u6b63\u4f53\u73b0Scaling Law\u7684\u67b6\u6784\uff0c\u4e00\u5207\u90fd\u53d8\u5f97\u66f4\u52a0\u5408\u7406\u3002<\/p>\n<p>\u53ef\u4ee5\u8bf4\uff0cTransformer\u5c31\u50cf\u662f\u4e00\u4e2a\u901a\u7528\u7684\u201c\u53ef\u5fae\u5206\u8ba1\u7b97\u673a\u201d\uff08differentiable computer\uff09\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u5411\u5b83\u8f93\u5165\u3001\u8f93\u51fa\u5927\u91cf\u6570\u636e\uff0c\u5229\u7528\u53cd\u5411\u4f20\u64ad\u8fdb\u884c\u8bad\u7ec3\u3002\u5b83\u53ef\u4ee5\u81ea\u6211\u7ec4\u7ec7\u8d77\u6765\uff0c\u5b8c\u6210\u4efb\u52a1\u3002\u6211\u8ba4\u4e3a\u8fd9\u662f\u6211\u4eec\u5728\u7b97\u6cd5\u9886\u57df\u65e0\u610f\u4e2d\u53d1\u73b0\u7684\u4e00\u4e2a\u795e\u5947\u73b0\u8c61\u3002<\/p>\n<p>\u5176\u4e2d\u5f53\u7136\u6709\u4e00\u4e9b\u5173\u952e\u7684\u521b\u65b0\uff0c\u6bd4\u5982\u6b8b\u5dee\u8fde\u63a5\uff08residual connections\uff09\u3001\u5c42\u5f52\u4e00\u5316\uff08layer normalization\uff09\u548c\u6ce8\u610f\u529b\u673a\u5236\uff08attention module\uff09\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u5b83\u4e5f\u907f\u514d\u4e86\u4e00\u4e9b\u5e38\u89c1\u7684\u9971\u548c\u6027\u975e\u7ebf\u6027\uff08\u5982\u65e9\u671f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6fc0\u6d3b\u51fd\u6570\uff09\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4f1a\u524a\u5f31\u68af\u5ea6\u4fe1\u53f7\u3002\u4e8e\u662f\uff0c\u51e0\u9879\u91cd\u8981\u7684\u521b\u65b0\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e86Transformer\u3002<\/p>\n<p>\u8c37\u6b4c\u7684\u8bba\u6587\u5c55\u793a\u4e86\u8fd9\u4e00\u70b9\uff0c\u8fd9\u79cd\u67b6\u6784\u771f\u6b63\u53ef\u4ee5\u6709\u6548\u8bad\u7ec3\uff0c\u800c\u4e14\u4f60\u4f1a\u53d1\u73b0\u5b83\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0Scaling Law\u3002\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u662f\u4e00\u9879\u91cd\u5927\u7684\u7a81\u7834\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u611f\u89c9\u6211\u4eec\u8fd8\u6ca1\u6709\u771f\u6b63\u8fbe\u5230\u53d1\u5c55\u7684\u6781\u9650\uff0c\u6211\u60f3\u8ba8\u8bba\u201c\u6570\u636e\u5899\u201d\u95ee\u9898\uff0c\u4ee5\u53ca\u672a\u6765\u4e00\u4ee3\u4ea7\u54c1\u7684\u6210\u672c\u548c\u89c4\u6a21\u4f1a\u6709\u591a\u9ad8\u3002\u4f60\u5bf9\u6b64\u600e\u4e48\u770b\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u8fd9\u6b63\u662f\u6211\u4eec\u73b0\u5728\u9762\u4e34\u7684\u6838\u5fc3\u95ee\u9898\u3002\u6211\u4e0d\u8ba4\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u67b6\u6784\u4f1a\u963b\u788d\u6211\u4eec\u8fdb\u4e00\u6b65\u53d1\u5c55\uff0c\u81f3\u5c11\u5b83\u5df2\u7ecf\u4e0d\u662f\u74f6\u9888\u4e86\u3002<\/p>\n<p>\u5728\u524d\u51e0\u4ee3\u6a21\u578b\u4e2d\uff0cTransformer\u786e\u5b9e\u662f\u4e00\u4e2a\u74f6\u9888\uff0c\u4f46\u73b0\u5728\u60c5\u51b5\u4e0d\u540c\u4e86\u3002\u6240\u4ee5\u6211\u4eec\u73b0\u5728\u66f4\u591a\u8ba8\u8bba\u7684\u662f\uff1a\u8be5\u4f7f\u7528\u4ec0\u4e48\u635f\u5931\u51fd\u6570\uff1f\u6570\u636e\u96c6\u5728\u54ea\u91cc\uff1f\u8fd9\u4e9b\u95ee\u9898\u9010\u6e10\u6210\u4e3a\u4e86\u65b0\u7684\u74f6\u9888\u3002<\/p>\n<p>\u5176\u5b9e\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u6784\u5df2\u7ecf\u6bd4\u8f83\u6210\u719f\uff0c\u5f88\u591a\u516c\u53f8\u548c\u4f7f\u7528\u8fd9\u9879\u6280\u672f\u7684\u4eba\u5df2\u7ecf\u4e0d\u518d\u5173\u6ce8Transformer\u7684\u67b6\u6784\u521b\u65b0\u3002<\/p>\n<p>\u6bd4\u5982\uff0cLlama\u53d1\u5e03\u7684Transformer\u67b6\u6784\u4e5f\u6ca1\u6709\u592a\u5927\u53d8\u5316\uff0c\u552f\u4e00\u7684\u663e\u8457\u66f4\u65b0\u5c31\u662f\u589e\u52a0\u4e86\u201c\u7ef3\u7d22\u4f4d\u7f6e\u7f16\u7801\u201d\u3002\u5176\u4ed6\u65b9\u9762\u7684\u6539\u8fdb\uff0c\u50cf\u662f\u4e00\u4e9b\u5c0f\u7684\u8c03\u6574\uff0c\u53ef\u80fd\u603b\u5171\u4e5f\u53ea\u5e26\u6765\u4e863%\u5de6\u53f3\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4ece\u67b6\u6784\u89d2\u5ea6\u770b\uff0c\u8fc7\u53bb\u4e94\u5e74\u91cc\u6ca1\u6709\u592a\u591a\u9769\u547d\u6027\u7684\u53d8\u5316\uff0c\u5927\u5bb6\u73b0\u5728\u5df2\u7ecf\u628a\u5b83\u89c6\u4e3a\u7406\u6240\u5f53\u7136\uff0c\u76f4\u63a5\u4f7f\u7528\u5e76\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5927\u90e8\u5206\u7684\u521b\u65b0\u90fd\u96c6\u4e2d\u5728\u6570\u636e\u96c6\u548c\u529f\u80fd\u7ec6\u8282\u7684\u4f18\u5316\u4e0a\u3002\u8fd9\u662f\u76ee\u524d\u884c\u4e1a\u5185\u6d3b\u8dc3\u7684\u8ba8\u8bba\u548c\u6539\u8fdb\u9886\u57df\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u5bf9\u5427\uff1f\u4f46\u5728\u6570\u636e\u83b7\u53d6\u65b9\u9762\u4e5f\u6709\u5f88\u591a\u4e89\u8bba\u3002\u5f53\u6211\u4eec\u80fd\u591f\u8f7b\u677e\u83b7\u53d6\u4e92\u8054\u7f51\u6570\u636e\u65f6\uff0c\u95ee\u9898\u4e0d\u5927\uff0c\u4f46\u4e00\u65e6\u8fd9\u4e9b\u6570\u636e\u4e0d\u518d\u53ef\u7528\uff0c\u60c5\u51b5\u5c31\u590d\u6742\u4e86\u3002\u6bd4\u5982\uff0c\u5408\u6210\u6570\u636e\u6216\u8005\u66f4\u6602\u8d35\u7684\u6570\u636e\u91c7\u96c6\u65b9\u5f0f\u6210\u4e3a\u4e86\u73b0\u5b9e\u4e2d\u7684\u6311\u6218\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u662f\u7684\uff0c\u8fd9\u786e\u5b9e\u662f\u4e2a\u597d\u95ee\u9898\u3002\u73b0\u5728\uff0c\u5f88\u591a\u5de5\u4f5c\u90fd\u5728\u8bed\u8a00\u6a21\u578b\uff08LMS\uff09\u4e0a\u8fdb\u884c\u3002<\/p>\n<p>\u800c\u4e92\u8054\u7f51\u6570\u636e\u5e76\u4e0d\u662f\u6211\u4eec\u7406\u60f3\u4e2d\u7684Transformer\u8bad\u7ec3\u6570\u636e\u3002\u5b83\u5c31\u50cf\u662f\u4e00\u4e2a\u201c\u8fd1\u90bb\u201d\uff0c\u80fd\u8ba9\u4f60\u8d70\u5f97\u5f88\u8fdc\uff0c\u6548\u679c\u51fa\u4e4e\u610f\u6599\u5730\u597d\u3002<\/p>\n<p>\u4f46\u8bf4\u5230\u5e95\uff0c\u4e92\u8054\u7f51\u6570\u636e\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u5806\u7f51\u9875\uff0c\u800c\u6211\u4eec\u771f\u6b63\u60f3\u8981\u7684\uff0c\u662f\u66f4\u63a5\u8fd1\u4eba\u7c7b\u5927\u8111\u4e2d\u7684\u201c\u5185\u5fc3\u72ec\u767d\u201d\u90a3\u79cd\u6570\u636e\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u5bf9\uff0c\u8fd9\u6b63\u662f\u6211\u4eec\u7684\u601d\u8def\u2014\u2014\u6355\u6349\u5927\u8111\u4e2d\u7684\u8f68\u8ff9\uff0c\u601d\u7ef4\u7684\u8f68\u8ff9\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u5f53\u4f60\u5728\u89e3\u51b3\u95ee\u9898\u65f6\uff0c\u4f60\u7684\u5927\u8111\u4f1a\u4ea7\u751f\u4e00\u7cfb\u5217\u601d\u7ef4\u8f68\u8ff9\u3002\u5982\u679c\u6211\u4eec\u80fd\u5f97\u5230\u4e0a\u4ebf\u6761\u8fd9\u6837\u7684\u6570\u636e\uff0c\u7c7b\u4f3c\u4e8eAGI\u7684\u60f3\u6cd5\uff0c\u90a3\u6211\u4eec\u5c31\u80fd\u53d6\u5f97\u5f88\u5927\u8fdb\u5c55\u3002\u4f46\u76ee\u524d\u6211\u4eec\u8fd8\u6ca1\u6709\u8fbe\u5230\u8fd9\u4e2a\u6c34\u5e73\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u73b0\u5728\u5f88\u591a\u5de5\u4f5c\u90fd\u56f4\u7ed5\u7740\u4e92\u8054\u7f51\u6570\u636e\u5c55\u5f00\u3002\u8fd9\u4e9b\u6570\u636e\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\uff0c\u4f46\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\uff0c\u56e0\u4e3a\u4e92\u8054\u7f51\u4e0a\u6709\u8db3\u591f\u7684\u63a8\u7406\u75d5\u8ff9\u548c\u4e30\u5bcc\u7684\u77e5\u8bc6\uff0c\u800cTransformer\u7684\u4f5c\u7528\u5c31\u662f\u8ba9\u8fd9\u4e9b\u6570\u636e\u5f97\u4ee5\u6709\u6548\u5229\u7528\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c\u63a5\u4e0b\u6765\u5f88\u591a\u5de5\u4f5c\u5c06\u805a\u7126\u4e8e\u5982\u4f55\u5c06\u6570\u636e\u96c6\u91cd\u6784\u4e3a\u66f4\u7c7b\u4f3c\u4e8e\u201c\u5185\u5fc3\u72ec\u767d\u201d\u7684\u683c\u5f0f\u3002\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u5728\u8fd9\u65b9\u9762\u80fd\u63d0\u4f9b\u5f88\u5927\u5e2e\u52a9\u3002<\/p>\n<p>\u6709\u8da3\u7684\u662f\uff0c\u5f53\u524d\u7684\u6a21\u578b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5e2e\u52a9\u6211\u4eec\u6784\u5efa\u4e0b\u4e00\u4ee3\u6a21\u578b\u3002\u5b83\u5c31\u50cf\u5728\u6500\u767b\u697c\u68af\uff0c\u4e00\u6b65\u6b65\u5411\u524d\u63a8\u8fdb\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4f60\u89c9\u5f97\u5408\u6210\u6570\u636e\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u6709\u591a\u5927\u7684\u4f5c\u7528\uff1f\u5408\u6210\u6570\u636e\u80fd\u5e26\u6211\u4eec\u8d70\u591a\u8fdc\uff1f\u56e0\u4e3a\u662f\u7684\uff0c\u6bcf\u4e00\u4ee3\u6a21\u578b\u7684\u8bad\u7ec3\u90fd\u4f1a\u5e2e\u52a9\u6211\u4eec\u6539\u8fdb\u4e0b\u4e00\u4ee3\u6a21\u578b\uff0c\u63d0\u4f9b\u66f4\u591a\u5de5\u5177\u3001\u6570\u636e\u6807\u7b7e\uff0c\u751a\u81f3\u751f\u6210\u90e8\u5206\u5408\u6210\u6570\u636e\u3002\u4f60\u8ba4\u4e3a\u8fd9\u4e9b\u5408\u6210\u6570\u636e\u7247\u6bb5\u7684\u91cd\u8981\u6027\u6709\u591a\u5927\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u5408\u6210\u6570\u636e\u7684\u786e\u662f\u6211\u4eec\u8fdb\u6b65\u7684\u5173\u952e\u4e4b\u4e00\uff0c\u4f46\u4e00\u4e2a\u5e38\u89c1\u7684\u95ee\u9898\u662f\uff0c\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\u53ef\u80fd\u51fa\u73b0\u201c\u574d\u584c\u201d\u73b0\u8c61\uff0c\u8f93\u51fa\u53d8\u5f97\u5355\u4e00\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u8ba9ChatGPT\u8bb2\u7b11\u8bdd\u65f6\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u91cd\u590d\u4e09\u56db\u4e2a\u7b11\u8bdd\uff0c\u7f3a\u4e4f\u8db3\u591f\u7684\u53d8\u5316\u3002\u8fd9\u79cd\u201c\u71b5\u201d\u964d\u4f4e\u73b0\u8c61\u8868\u73b0\u5728\u5355\u4e2a\u7ed3\u679c\u4e0a\u5e76\u4e0d\u660e\u663e\uff0c\u4f46\u4ece\u6574\u4f53\u6765\u770b\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u4f1a\u5931\u53bb\u591a\u6837\u6027\u548c\u4e30\u5bcc\u6027\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6ca1\u6709\u4fdd\u6301\u8fd9\u79cd\u201c\u71b5\u201d\u2014\u2014\u5373\u6570\u636e\u7684\u968f\u673a\u6027\u548c\u591a\u6837\u6027\u2014\u2014\u4f60\u5c31\u4f1a\u5f97\u5230\u4e00\u4e2a\u8d2b\u7620\u7684\u6570\u636e\u96c6\uff0c\u5931\u53bb\u4e86\u539f\u6709\u7684\u6d3b\u529b\u3002\u8fd9\u79cd\u95ee\u9898\u5728\u8868\u9762\u4e0a\u4e0d\u6613\u5bdf\u89c9\uff0c\u4f46\u5b9e\u9645\u4e0a\u5b83\u4f1a\u6781\u5927\u5f71\u54cd\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5728\u751f\u6210\u5408\u6210\u6570\u636e\u65f6\uff0c\u4f60\u5fc5\u987b\u975e\u5e38\u5c0f\u5fc3\uff0c\u786e\u4fdd\u6570\u636e\u96c6\u4e2d\u4fdd\u7559\u8db3\u591f\u7684\u71b5\u3002<\/p>\n<p>\u6709\u4e9b\u4eba\u53d1\u5e03\u8fc7\u865a\u62df\u4eba\u7269\u6570\u636e\u96c6\uff0c\u91cc\u9762\u6709\u4e0a\u4ebf\u4e2a\u6027\u5316\u7684\u80cc\u666f\u8d44\u6599\uff0c\u7c7b\u4f3c\u4e8e\u865a\u6784\u7684\u4eba\u7269\u6863\u6848\u3002<\/p>\n<p>\u6bd4\u5982\u201c\u6211\u662f\u4e00\u4e2a\u8001\u5e08\u201d\u6216\u8005\u201c\u6211\u662f\u4e00\u4e2a\u827a\u672f\u5bb6\u201d\uff0c\u8fd9\u7c7b\u80cc\u666f\u8bbe\u5b9a\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f60\u4e0d\u4ec5\u4ec5\u662f\u5728\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\uff0c\u8fd8\u5728\u903c\u8feb\u6a21\u578b\u63a2\u7d22\u66f4\u591a\u53ef\u80fd\u7684\u7a7a\u95f4\uff0c\u4ece\u800c\u589e\u52a0\u4e86\u6570\u636e\u7684\u591a\u6837\u6027\u3002<\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u5408\u6210\u6570\u636e\u5728\u672a\u6765\u4f1a\u5360\u636e\u975e\u5e38\u91cd\u8981\u7684\u5730\u4f4d\uff0c\u6211\u4eec\u4e0d\u4f1a\u9762\u4e34\u6570\u636e\u67af\u7aed\u7684\u56f0\u5883\u3002\u4f46\u5728\u4f7f\u7528\u65f6\u9700\u8981\u975e\u5e38\u5c0f\u5fc3\uff0c\u786e\u4fdd\u6570\u636e\u96c6\u4fdd\u6301\u8db3\u591f\u7684\u4e30\u5bcc\u6027\u548c\u591a\u6837\u6027\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u4f60\u8ba4\u4e3a\u6211\u4eec\u4ece\u8fd9\u9879\u7814\u7a76\u4e2d\u5bf9\u4eba\u7c7b\u8ba4\u77e5\u4e86\u89e3\u4e86\u4ec0\u4e48\uff1f\u6bd4\u5982\uff0c\u5f04\u6e05\u695a\u6211\u4eec\u63a8\u7406\u7684\u65b9\u5f0f\uff0c\u662f\u5426\u771f\u7684\u80fd\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u5927\u8111\u7684\u5de5\u4f5c\u539f\u7406\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u4f1a\u5bf9\u8fd9\u79cd\u7c7b\u6bd4\u4fdd\u6301\u8c28\u614e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u4e24\u8005\u8fd8\u662f\u6709\u5f88\u5927\u5dee\u5f02\u7684\uff0c\u4f46\u786e\u5b9e\u6709\u4e00\u4e9b\u76f8\u4f3c\u4e4b\u5904\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u89c9\u5f97\u5728\u5f88\u591a\u65b9\u9762\uff0cTransformer\u6bd4\u4eba\u8111\u66f4\u9ad8\u6548\u3002\u5b83\u4eec\u4e4b\u6240\u4ee5\u8fd8\u4e0d\u5982\u4eba\u8111\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u6570\u636e\u95ee\u9898\u2014\u2014\u8fd9\u7b97\u662f\u4e00\u4e2a\u5927\u6982\u7684\u89e3\u91ca\u3002<\/p>\n<p>\u6bd4\u5982\uff0cTransformer\u5728\u8bb0\u5fc6\u5e8f\u5217\u65b9\u9762\u6bd4\u4eba\u7c7b\u5f3a\u591a\u4e86\u3002\u4f60\u7ed9\u5b83\u4e00\u4e2a\u5e8f\u5217\uff0c\u5b83\u53ef\u4ee5\u5728\u524d\u540e\u8fdb\u884c\u64cd\u4f5c\uff0c\u8bb0\u4f4f\u5e76\u5b8c\u6210\u6574\u4e2a\u5e8f\u5217\u3002\u800c\u4eba\u7c7b\uff0c\u53ea\u770b\u4e00\u904d\u662f\u8bb0\u4e0d\u4f4f\u7684\u3002<\/p>\n<p>\u6240\u4ee5\u5728\u67d0\u4e9b\u65b9\u9762\uff0c\u50cfTransformer\u8fd9\u6837\u7684\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728\u68af\u5ea6\u4f18\u5316\u4e0a\uff0c\u53ef\u80fd\u6bd4\u5927\u8111\u8fd8\u8981\u6709\u6548\u3002\u5c3d\u7ba1\u5b83\u4eec\u8fd8\u4e0d\u5b8c\u7f8e\uff0c\u4f46\u5728\u5f88\u591a\u8ba4\u77e5\u4efb\u52a1\u4e0a\uff0c\u6211\u8ba4\u4e3a\u5b83\u4eec\u6709\u5f88\u5927\u7684\u6f5c\u529b\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u53ea\u8981\u6709\u8db3\u591f\u7684\u6570\u636e\u8f93\u5165\uff0c\u5b83\u4eec\u5c31\u4f1a\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/strong><\/p>\n<p><strong>Elad Gil\uff1a\u662f\u7684\uff0c\u8fd9\u662f\u8ba1\u7b97\u673a\u7684\u5178\u578b\u4f18\u52bf\uff0c\u5728\u67d0\u4e9b\u5e94\u7528\u4e0a\uff0c\u5b83\u4eec\u6bd4\u4eba\u7c7b\u66f4\u64c5\u957f\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6ca1\u9519\uff0c\u5c24\u5176\u5728\u8bb0\u5fc6\u65b9\u9762\u3002\u4eba\u7c7b\u5927\u8111\u6709\u5f88\u591a\u9650\u5236\uff0c\u6bd4\u5982\u5de5\u4f5c\u8bb0\u5fc6\u5bb9\u91cf\u975e\u5e38\u5c0f\u3002\u800cTransformer\u6709\u66f4\u5927\u7684\u5de5\u4f5c\u8bb0\u5fc6\uff0c\u5e76\u4e14\u662f\u66f4\u9ad8\u6548\u7684\u5b66\u4e60\u8005\u3002<\/p>\n<p>\u4eba\u7c7b\u5927\u8111\u5728\u5f88\u591a\u73af\u5883\u548c\u751f\u7269\u9650\u5236\u4e0b\u5de5\u4f5c\uff0c\u6bd4\u5982\u4eba\u7c7b\u6ca1\u6709\u7c7b\u4f3c\u4e8e\u53cd\u5411\u4f20\u64ad\u7684\u673a\u5236\uff0c\u8fd9\u672c\u8eab\u5c31\u4e0d\u76f4\u89c2\u3002\u4eba\u8111\u662f\u4e00\u4e2a\u590d\u6742\u7684\u52a8\u6001\u7cfb\u7edf\uff0c\u53d7\u5230\u5f88\u591a\u7ea6\u675f\u3002<\/p>\n<p>\u800c\u6211\u4eec\u73b0\u5728\u7684AI\u7cfb\u7edf\u5728\u67d0\u4e9b\u65b9\u9762\u53ef\u80fd\u5df2\u7ecf\u6bd4\u5927\u8111\u66f4\u597d\uff0c\u53ea\u662f\u8fd8\u6ca1\u8fbe\u5230\u5927\u8111\u7684\u6574\u4f53\u6c34\u5e73\u3002<\/p>\n<p><\/p>\n<h3 style=\"text-align: center\"><span class=\"ez-toc-section\" id=\"%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E4%B8%8E%E6%9C%AA%E6%9D%A5%E6%95%99%E8%82%B2\"><\/span><strong>\u4eba\u5de5\u667a\u80fd\u4e0e\u672a\u6765\u6559\u80b2<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong><br \/><\/strong><\/p>\n<p><strong>Sarah Guo\uff1a\u4f60\u79bb\u5f00\u4e86OpenAI\uff0c\u73b0\u5728\u4ece\u4e8b\u6559\u80b2\u5de5\u4f5c\u3002\u662f\u4ec0\u4e48\u8ba9\u4f60\u5bf9\u6559\u80b2\u5982\u6b64\u70ed\u8877\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u4e00\u76f4\u5bf9\u5b66\u4e60\u548c\u6559\u5b66\u5145\u6ee1\u70ed\u60c5\u3002\u8fd9\u4e0d\u4ec5\u662f\u6211\u957f\u671f\u4ee5\u6765\u7684\u5174\u8da3\uff0c\u8fd8\u56e0\u4e3a\u6211\u8ba4\u4e3aAI\u7684\u76ee\u6807\u4e0d\u4ec5\u662f\u81ea\u52a8\u5316\uff0c\u66f4\u662f\u8d4b\u4e88\u4eba\u4eec\u66f4\u591a\u80fd\u529b\u3002\u6211\u5e0c\u671bAI\u80fd\u5e2e\u52a9\u4eba\u4eec\u63d0\u5347\u81ea\u6211\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u53d6\u4ee3\u5de5\u4f5c\u3002\u5982\u679c\u80fd\u6709\u7406\u60f3\u7684\u8bfe\u7a0b\u548c\u5bfc\u5e08\uff0c\u4eba\u4eec\u7684\u6210\u957f\u4f1a\u66f4\u5feb\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a80\u5e74\u4ee3\u7684\u7814\u7a76\u8868\u660e\u4e2a\u6027\u5316\u8f85\u5bfc\u80fd\u63d0\u9ad8\u6210\u7ee9\u3002AI\u8981\u5982\u4f55\u53d1\u6325\u4f5c\u7528\uff1f\u521d\u671f\u53ef\u80fd\u4f1a\u51fa\u73b0\u4ec0\u4e48\u4ea7\u54c1\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u6211\u53d7\u5230\u4e86\u8fd9\u4e9b\u7814\u7a76\u7684\u542f\u53d1\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u5728\u5c1d\u8bd5\u5efa\u7acb\u4e00\u4e2a\u7c7b\u4f3c\u7684\u8bfe\u7a0b\uff0c\u5e0c\u671b\u5b83\u80fd\u50cf\u4f60\u60f3\u5b66\u4e60AI\u90a3\u6837\u63d0\u4f9b\u5e2e\u52a9\u3002\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u5c06\u8fd9\u4e9b\u8bfe\u7a0b\u6269\u5c55\u5230\u5168\u740380\u4ebf\u4eba\uff0c\u4ed6\u4eec\u6709\u4e0d\u540c\u7684\u8bed\u8a00\u548c\u80fd\u529b\u6c34\u5e73\u3002<\/p>\n<p>\u4e0e\u6bcf\u4e2a\u4eba\u4e00\u5bf9\u4e00\u7684\u6388\u8bfe\u662f\u4e0d\u73b0\u5b9e\u7684\u3002\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3aAI\u53ef\u4ee5\u7528\u6765\u6a21\u62df\u4f18\u79c0\u7684\u6559\u5e08\u3002<\/p>\n<p>\u867d\u7136\u73b0\u6709\u7684AI\u6a21\u578b\u53ef\u80fd\u8fd8\u4e0d\u8db3\u4ee5\u521b\u5efa\u5b8c\u7f8e\u7684\u8bfe\u7a0b\uff0c\u4f46\u5b83\u4eec\u53ef\u4ee5\u4f5c\u4e3a\u5b66\u751f\u7684\u524d\u7aef\uff0c\u4e3a\u4ed6\u4eec\u89e3\u91ca\u8bfe\u7a0b\u5185\u5bb9\u3002\u8001\u5e08\u5c06\u4e13\u6ce8\u4e8e\u8bbe\u8ba1\u8bfe\u7a0b\u5185\u5bb9\uff0c\u800cAI\u5219\u8d1f\u8d23\u4e0e\u5b66\u751f\u4e92\u52a8\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\uff0c\u5e76\u5f15\u5bfc\u4ed6\u4eec\u5b8c\u6210\u5b66\u4e60\u8fc7\u7a0b\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6ef25fb65675a570945f33f72a2c4125.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-6ef25fb65675a570945f33f72a2c4125.png\"><\/a><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 14px\">Eureka Labs\u8ba1\u5212\u63a8\u51fa\u7684\u7b2c\u4e00\u95e8AI\u8bfe\u7a0b<\/span><\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u5e94\u8be5\u628a\u8fd9\u770b\u4f5c\u662f\u7c7b\u4f3c\u4e8eAI\u4f5c\u4e3a\u524d\u7aef\u7684\u7ecf\u5386\u5417\uff1f\u8fd9\u79cd\u7c7b\u6bd4\u662f\u5426\u9002\u7528\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u662f\u7684\uff0c\u6211\u8ba4\u4e3aAI\u53ef\u4ee5\u4f5c\u4e3a\u5b66\u751f\u7684\u524d\u7aef\uff0c\u5b9e\u9645\u4e0e\u5b66\u751f\u4e92\u52a8\u5e76\u5f15\u5bfc\u4ed6\u4eec\u5b8c\u6210\u8bfe\u7a0b\uff0c\u53ea\u662f\u76ee\u524d\u8fd8\u6ca1\u6709\u5b8c\u5168\u5b9e\u73b0\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u548c\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u8fd9\u79cd\u8bbe\u7f6e\u53ef\u4ee5\u4e0d\u65ad\u4f18\u5316\u3002\u5f88\u591a\u516c\u53f8\u53ef\u80fd\u5bf9\u73b0\u6709AI\u80fd\u529b\u7684\u7406\u89e3\u8fd8\u4e0d\u591f\u6df1\u5165\uff0c\u5bfc\u81f4\u4ed6\u4eec\u6784\u5efa\u7684\u5de5\u5177\u53ef\u80fd\u8fc7\u4e8e\u524d\u77bb\u6216\u4e0d\u591f\u5b9e\u9645\uff0c\u4f46AI\u5728\u6559\u80b2\u4e2d\u7684\u6f5c\u529b\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n<p><\/p>\n<p><strong>Sarah Guo\uff1a\u6211\u4eec\u8fd8\u672a\u5b8c\u5168\u5229\u7528\u597d\u5b66\u4e60\u5de5\u5177\uff0c\u4f60\u8ba4\u4e3a\u5982\u679c\u6211\u4eec\u4f7f\u7528\u66f4\u591a\u5de5\u5177\u548c\u8bfe\u7a0b\uff0c\u4eba\u7c7b\u80fd\u5426\u53d8\u5f97\u66f4\u597d\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy \uff1a<\/strong>\u786e\u5b9e\u5982\u6b64\u3002\u6211\u4eec\u8fd8\u6ca1\u6709\u5b8c\u5168\u610f\u8bc6\u5230\u53ef\u80fd\u6027\u6709\u591a\u5927\u3002\u6211\u8ba4\u4e3a\u6709\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6\uff1a\u4e00\u662f\u5168\u7403\u5316\u7ef4\u5ea6\uff0c\u5e0c\u671b\u6bcf\u4e2a\u4eba\u90fd\u80fd\u63a5\u53d7\u4f18\u8d28\u6559\u80b2\uff1b\u53e6\u4e00\u4e2a\u662f\u4e2a\u4f53\u80fd\u529b\u7684\u63d0\u5347\u3002\u4e24\u8005\u90fd\u975e\u5e38\u6709\u8da3\u4e14\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u4e00\u5bf9\u4e00\u5b66\u4e60\u901a\u5e38\u5f3a\u8c03\u9002\u5e94\u6027\uff0c\u7279\u522b\u662f\u5982\u4f55\u6839\u636e\u6bcf\u4e2a\u4eba\u7684\u5b66\u4e60\u6c34\u5e73\u8c03\u6574\u3002\u4f60\u8ba4\u4e3a\u73b0\u5728\u7684AI\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u5417\uff0c\u8fd8\u662f\u8fd9\u8fd8\u662f\u672a\u6765\u7684\u4e8b\uff1f\u76ee\u524d\u7684AI\u4e3b\u8981\u5173\u6ce8\u5f71\u54cd\u529b\u548c\u591a\u8bed\u8a00\u652f\u6301\u3002<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>AI\u786e\u5b9e\u5728\u7ffb\u8bd1\u548c\u5904\u7406\u6750\u6599\u65b9\u9762\u975e\u5e38\u64c5\u957f\uff0c\u8fd9\u4e9b\u529f\u80fd\u5df2\u7ecf\u5f88\u5f3a\u5927\u3002<\/p>\n<p>\u4f46\u5bf9\u4e8e\u4e2a\u6027\u5316\u9002\u5e94\u6027\uff0cAI\u73b0\u5728\u8fd8\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002\u5c3d\u7ba1\u5f53\u524d\u7684\u6a21\u578b\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u80fd\u591f\u6839\u636e\u80cc\u666f\u8fdb\u884c\u8c03\u6574\uff0c\u4f46\u771f\u6b63\u9ad8\u6548\u7684\u9002\u5e94\u6027\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u5bf9\u67d0\u4e2a\u5b66\u79d1\u6709\u80cc\u666f\uff0cAI\u80fd\u591f\u7c7b\u6bd4\u4f60\u5df2\u6709\u7684\u77e5\u8bc6\uff0c\u8fd9\u5728\u6559\u80b2\u4e2d\u4f1a\u975e\u5e38\u6709\u7528\u3002\u867d\u7136\u6211\u4eec\u770b\u5230\u4e86\u4e00\u4e9b\u8fdb\u5c55\uff0c\u4f46\u771f\u6b63\u7684\u6709\u6548\u6027\u8fd8\u6709\u5f85\u63d0\u9ad8\u3002<span style=\"color: #FFFFFF\">\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u96f7\u5cf0\u7f51<\/span><\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a\u9002\u5e94\u6027\u5b66\u4e60\u7684\u5173\u952e\u662f\u8c03\u6574\u5185\u5bb9\u4ee5\u5339\u914d\u5b66\u4e60\u8005\u7684\u80cc\u666f\u548c\u80fd\u529b\u6c34\u5e73\u3002\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u53ef\u4ee5\u8c03\u6574\u6a21\u578b\u4ee5\u9002\u5e94\u5b66\u4e60\u8005\u7684\u4f18\u7f3a\u70b9\u3002\u4f60\u600e\u4e48\u770b\u5f85\u8fd9\u79cd\u60c5\u51b5\uff1f<\/strong><\/p>\n<p><strong>Andrej Karpathy\uff1a<\/strong>\u76ee\u524d\uff0c\u6211\u4eec\u770b\u5230\u7684\u66f4\u591a\u662f\u6f14\u793a\u6548\u679c\uff0c\u800c\u771f\u6b63\u7684\u4ea7\u54c1\u8fd8\u8fdc\u672a\u6210\u719f\u3002\u9002\u5e94\u6027\u5b66\u4e60\u5728\u7406\u8bba\u4e0a\u63a5\u8fd1\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u6709\u5f88\u591a\u6311\u6218\u3002<\/p>\n<p><\/p>\n<p><strong>Elad Gil\uff1a<\/strong>\u975e\u5e38\u611f\u8c22\uff0c\u4eca\u5929\u7684\u8ba8\u8bba\u5f88\u7cbe\u5f69\u3002<\/p>\n<p><\/p>\n<p>\u96f7\u5cf0\u7f51\u7248\u6743\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/7dT9TmehaFsBqn49.html\" target=\"_blank\">Andrej Karpathy\uff1a\u81ea\u52a8\u9a7e\u9a76\u5df2\u7ecf\u5b9e\u73b0AGI\uff0c\u6c7d\u8f66\u5176\u5b9e\u5c31\u662f\u673a\u5668\u4eba<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u81ea\u5df1\u79f0\u8d5e\u81ea\u5df1\u5343\u53e5\uff0c\u4e0d\u5982\u522b\u4eba\u79f0\u8d5e\u4f60\u4e00\u53e5\u3002  [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[65,66],"class_list":["post-38785","post","type-post","status-publish","format-standard","hentry","category-news","tag-65","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Andrej Karpathy\uff1a\u81ea\u52a8\u9a7e\u9a76\u5df2\u7ecf\u5b9e\u73b0AGI\uff0c\u6c7d\u8f66\u5176\u5b9e\u5c31\u662f\u673a\u5668\u4eba - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38785\" \/>\n<script type=\"application\/ld+json\" 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