{"id":35468,"date":"2024-12-25T14:00:06","date_gmt":"2024-12-25T06:00:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=35468"},"modified":"2024-12-25T14:00:06","modified_gmt":"2024-12-25T06:00:06","slug":"andrej-karpathy%e6%9c%80%e6%96%b0%e6%bf%80%e8%bf%9b%e8%a7%82%e7%82%b9%ef%bc%9atransformer%e5%b0%86%e8%b6%85%e8%b6%8a%e4%ba%ba%e8%84%91","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35468","title":{"rendered":"Andrej Karpathy\u6700\u65b0\u6fc0\u8fdb\u89c2\u70b9\uff1aTransformer\u5c06\u8d85\u8d8a\u4eba\u8111"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-06-10\" target=\"_blank\">Andrej Karpathy\u6700\u65b0\u6fc0\u8fdb\u89c2\u70b9\uff1aTransformer\u5c06\u8d85\u8d8a\u4eba\u8111<\/a><\/p>\n<section data-style='-webkit-tap-highlight-color: transparent; margin-bottom: 0px; outline: 0px; font-family: \"PingFang SC\", system-ui, -apple-system, BlinkMacSystemFont, \"Helvetica Neue\", \"Hiragino Sans GB\", \"Microsoft YaHei UI\", \"Microsoft YaHei\", Arial, sans-serif; letter-spacing: 0.544px; text-wrap: wrap; background-color: rgb(255, 255, 255); visibility: visible;'>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"16\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u8fd8\u8bf4\u00a0AI\u00a0\u53ef\u80fd\u4f1a\u4e0e\u4eba\u7c7b\u878d\u5408\u2026\u2026<\/section>\n<\/section>\n<\/blockquote>\n<p>\u524d\u4e9b\u5929\uff0cOpenAI \u524d\u9996\u5e2d\u79d1\u5b66\u5bb6 <a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650932893&amp;idx=1&amp;sn=9dce6e97c61d7c01b2705f5d7204e7fd&amp;chksm=84e7c2e3b3904bf59437b3fe6eea7c6908e36442c300c5f421d31e30edecb05a988fd065f4c8&amp;scene=21#wechat_redirect\" target=\"_blank\">Ilya Sutskever \u521b\u7acb\u7684\u65b0\u516c\u53f8\u83b7\u5f97 10 \u4ebf\u7f8e\u5143\u6295\u8d44<\/a>\u7684\u65b0\u95fb\u5237\u904d\u4e86\u5404\u5927\u65b0\u95fb\u5934\u6761\uff0c\u800c OpenAI \u7684\u53e6\u4e00\u4f4d\u65e9\u671f\u6210\u5458\u548c\u8457\u540d AI \u7814\u7a76\u8005 Andrej Karpathy \u5219\u6b63\u5728\u300cAI+\u6559\u80b2\u300d\u8d5b\u9053\u8015\u8018\uff0c\u5176<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650926577&amp;idx=1&amp;sn=84fbb8fdfaf783c181736a696ce4110f&amp;chksm=84e4298fb393a09998a83d36d63cc8b0e56e8cb30aafe4730c23714f011fbd66f9723245a5a3&amp;scene=21#wechat_redirect\" target=\"_blank\">\u521b\u7acb\u7684 Eureka Labs \u516c\u53f8<\/a>\u6b63\u5728\u79ef\u6781\u6253\u9020\u5176\u7b2c\u4e00\u6b3e\u4ea7\u54c1\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c\u64ad\u5ba2\u8282\u76ee No Priors \u53d1\u5e03\u4e86\u5bf9\u8fd9\u4f4d\u8457\u540d AI \u7814\u7a76\u8005\u7684\u4e13\u8bbf\u89c6\u9891\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/JOZLu2VJorL2LK_DcdIZEw\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b892865d53662dd362688ece1d8ea0da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b892865d53662dd362688ece1d8ea0da.png\"><\/a><\/a><\/p>\n<\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6765\u81ea\uff1aNo Priors<\/sup><\/em><\/section>\n<section><\/section>\n<section>Andrej Karpathy \u66fe\u662f OpenAI \u7684\u65e9\u671f\u6210\u5458\u4e4b\u4e00\uff0c\u4e4b\u540e\u52a0\u5165\u7279\u65af\u62c9\u9886\u5bfc\u5176\u81ea\u52a8\u9a7e\u9a76\u7684<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u56e2\u961f\u3002\u4e4b\u540e\u4ed6\u53c8\u56de\u5230\u8fc7 OpenAI\uff0c\u9886\u5bfc\u7740\u4e00\u4e2a\u4e13\u6ce8\u63d0\u5347 ChatGPT \u7684GPT-4 \u7684\u5c0f\u56e2\u961f\u3002\u4eca\u5e74 7 \u6708\uff0c\u4ed6\u5ba3\u5e03\u521b\u7acb\u4e86\u4e00\u5bb6\u540d\u4e3a Eureka Labs \u7684 AI+\u6559\u80b2\u516c\u53f8\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u8282\u76ee\u4e2d\uff0cAndrej Karpathy \u5206\u4eab\u4e86\u6709\u5173\u7814\u7a76\u3001\u65b0\u516c\u53f8\u4ee5\u53ca\u5bf9 AI \u672a\u6765\u7684\u671f\u5f85\uff0c\u5176\u4e2d\u4e0d\u4e4f\u9887\u4e3a\u6fc0\u8fdb\u7684\u89c2\u70b9\uff0c\u6bd4\u5982\u4ed6\u8ba4\u4e3a Transformer \u5f88\u5feb\u5c31\u5c06\u5728\u6027\u80fd\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u5927\u8111\u3001\u6211\u4eec\u5df2\u7ecf\u5728\u7279\u5b9a\u7684\u9886\u57df\u5b9e\u73b0\u4e86\u6709\u9650\u7684 AGI\u3001AI \u4f1a\u6210\u4e3a\u4eba\u7c7b\u65b0\u7684\u5927\u8111\u76ae\u5c42\u2026\u2026\u8fd9\u4e9b\u89c2\u70b9\u5df2\u7ecf\u5728\u7f51\u4e0a\u5f15\u8d77\u4e86\u4e0d\u5c11\u7684\u8ba8\u8bba\u548c\u4e89\u8bae\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c38d8d149d0f32ce5531386dc3b6bb93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-c38d8d149d0f32ce5531386dc3b6bb93.png\"><\/a><strong>\u81ea\u52a8\u9a7e\u9a76\u662f AGI \u4ee5\u53ca <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> vs \u7279\u65af\u62c9<\/strong><\/section>\n<section>\u9996\u5148\uff0cAndrej Karpathy \u8c08\u5230\u4e86\u5b8c\u5168<mark data-type=\"apply_tasks\" data-id=\"3c71466b-dbc1-409a-81d4-05bc6df49ab8\">\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/mark>\u3002\u4ed6\u8bf4\u81ea\u5df1\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5de5\u4f5c\u4e86 5 \u5e74\u65f6\u95f4\uff0c\u4e5f\u7ecf\u5e38\u5c06 AGI \u4e0e\u81ea\u52a8\u9a7e\u9a76\u653e\u5728\u4e00\u8d77\u7c7b\u6bd4\u3002\u4ed6\u8bf4\uff1a\u300c\u6211\u786e\u5b9e\u8ba4\u4e3a\u6211\u4eec\u5df2\u7ecf\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u5b9e\u73b0\u4e86 AGI\u3002\u300d\u56e0\u4e3a\u73b0\u5728\u5728\u65e7\u91d1\u5c71\u7b49\u57ce\u5e02\u5df2\u7ecf\u6709\u4e86\u4e00\u4e9b\u4ed8\u94b1\u5c31\u80fd\u4e58\u5750\u7684<mark data-type=\"apply_tasks\" data-id=\"3c71466b-dbc1-409a-81d4-05bc6df49ab8\">\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/mark>\u3002\u8fd9\u5b9e\u9645\u4e0a\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u79cd\u670d\u52a1\u4ea7\u54c1\u3002<\/p>\n<p>\u4ed6\u8fd8\u5206\u4eab\u4e86\u81ea\u5df1\u5341\u5e74\u524d\u4e58\u5750 <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u81ea\u52a8\u9a7e\u9a76\u7684\u7ecf\u5386\uff1a\u300c\u5341\u5e74\u524d\u4e00\u4f4d\u5728\u90a3\u91cc\u5de5\u4f5c\u7684\u670b\u53cb\u7ed9\u6211\u5c55\u793a\u4e86\u4e00\u4e2a demo\uff0c\u5b83\u5e26\u6211\u5728\u8857\u533a\u7ed5\u4e86\u4e00\u5708\u3002\u800c\u5341\u5e74\u524d\u5b83\u51e0\u4e4e\u5c31\u5df2\u7ecf\u662f\u5b8c\u7f8e\u7684\u4e86\uff0c\u4f46\u5b83\u8fd8\u662f\u7528\u4e86\u5341\u5e74\u65f6\u95f4\u624d\u4ece demo \u53d8\u6210\u53ef\u4ed8\u8d39\u4f7f\u7528\u7684\u4ea7\u54c1\u3002\u300d<\/p>\n<p>\u4ed6\u8868\u793a\uff0c\u4e4b\u6240\u4ee5\u7528\u4e86\u8fd9\u4e48\u957f\u65f6\u95f4\uff0c\u4e00\u65b9\u9762\u662f\u6280\u672f\u539f\u56e0\uff1ademo \u548c\u4ea7\u54c1\u4e4b\u95f4\u786e\u5b9e\u5b58\u5728\u5de8\u5927\u5dee\u8ddd\uff1b\u53e6\u4e00\u65b9\u9762\u5219\u662f\u76d1\u7ba1\u65b9\u9762\u7684\u539f\u56e0\u3002\u4e0d\u8fc7\u8981\u5b9e\u73b0\u81ea\u52a8\u9a7e\u9a76\u7684\u5168\u7403\u5316\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n<p>\u81f3\u4e8e <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u548c\u7279\u65af\u62c9\u54ea\u5bb6\u5f3a\uff1fKarpathy \u8868\u793a\uff1a\u300c\u4eba\u4eec\u8ba4\u4e3a <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u6bd4\u7279\u65af\u62c9\u9886\u5148\uff0c\u4f46\u6211\u8ba4\u4e3a\u7279\u65af\u62c9\u9886\u5148\u4e8e <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark>\u3002\u300d\u4ed6\u8868\u793a\u975e\u5e38\u770b\u597d\u7279\u65af\u62c9\u7684\u81ea\u52a8\u9a7e\u9a76\u9879\u76ee\u3002\u800c\u5bf9\u4e8e\u8fd9\u4e24\u5bb6\u516c\u53f8\u7684\u95ee\u9898\uff0c\u4ed6\u8ba4\u4e3a\u7279\u65af\u62c9\u7684\u95ee\u9898\u5728\u4e8e\u8f6f\u4ef6\uff0c\u800c <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u7684\u95ee\u9898\u662f\u786c\u4ef6\u3002\u5bf9\u6bd4\u4e4b\u4e0b\uff0c\u8f6f\u4ef6\u95ee\u9898\u5176\u5b9e\u66f4\u597d\u89e3\u51b3\u3002\u7279\u65af\u62c9\u7684\u6c7d\u8f66\u5df2\u7ecf\u5728\u5168\u4e16\u754c\u9500\u552e\uff0c\u56e0\u6b64\u5f53\u6280\u672f\u6210\u719f\u65f6\uff0c\u7279\u65af\u62c9\u80fd\u66f4\u597d\u5730\u5b9e\u9645\u90e8\u7f72\u5b83\u4eec\u3002Karpathy \u8bf4\u81ea\u5df1\u6628\u5929\u624d\u9a7e\u9a76\u8fc7\u6700\u65b0\u7684\u7248\u672c\uff0c\u4f53\u9a8c\u975e\u5e38\u597d\uff0c\u611f\u89c9\u5f88\u795e\u5947\uff08miraculous driving\uff09\u3002<\/p>\n<p>\u4ed6\u8bf4 <mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u76ee\u524d\u5728\u81ea\u52a8\u9a7e\u9a76\u65b9\u9762\u770b\u8d77\u6765\u9886\u5148\uff0c\u4f46\u5982\u679c\u4ee5 10 \u5e74\u4e3a\u5c3a\u5ea6\u957f\u8fdc\u6765\u770b\uff0c\u7279\u65af\u62c9\u66f4\u53ef\u80fd\u9886\u5148\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fcfc82c0fb262603f9663522068a6649.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fcfc82c0fb262603f9663522068a6649.gif\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u7279\u65af\u62c9\u81ea\u52a8\u9a7e\u9a76\u529f\u80fd\u6f14\u793a<\/sup><\/em><\/section>\n<section>\u6211\u4eec\u77e5\u9053\uff0c<mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u548c\u7279\u65af\u62c9\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u6280\u672f\u65b9\u6cd5\u8bba\uff1a<\/section>\n<ul>\n<li>\n<p><mark data-type=\"institutions\" data-id=\"2cdeb6cc-8346-4601-b784-19f0a4964350\">Waymo<\/mark> \u7684<mark data-type=\"apply_tasks\" data-id=\"3c71466b-dbc1-409a-81d4-05bc6df49ab8\">\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/mark>\u91c7\u7528\u4e86\u5927\u91cf\u6602\u8d35\u7684<mark data-type=\"tech_methods\" data-id=\"05a6227e-dcaa-4e7b-8c33-0f5eccd03377\">\u6fc0\u5149\u96f7\u8fbe<\/mark>\u548c\u5404\u5f0f\u5404\u6837\u7684\u4f20\u611f\u5668\uff0c\u4ece\u800c\u4e3a\u5176\u8f6f\u4ef6\u7cfb\u7edf\u63d0\u4f9b\u5168\u65b9\u9762\u7684\u4fe1\u606f\u652f\u6301\u3002<\/p>\n<\/li>\n<li>\n<p>\u7279\u65af\u62c9\u5219\u662f\u4f7f\u7528\u76f8\u673a\uff0c\u4ece\u800c\u80fd\u6781\u5927\u5730\u964d\u4f4e\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u5bf9\u6b64\uff0cKarpathy \u8868\u793a\u5176\u5b9e\u7279\u62c9\u65af\u4e5f\u4f1a\u4f7f\u7528\u5927\u91cf\u6602\u8d35\u7684\u4f20\u611f\u5668\uff0c\u4f46\u53ea\u662f\u5728\u8bad\u7ec3\u65f6\u8fd9\u6837\u505a\u2014\u2014\u7cfb\u7edf\u53ef\u4ee5\u501f\u6b64\u5b8c\u6210\u5730\u56fe\u6d4b\u7ed8\u7b49\u5de5\u4f5c\u3002\u7136\u540e\u518d\u5c06\u5176\u84b8\u998f\u6210\u4e00\u4e2a\u6d4b\u8bd5\u5305\uff0c\u5e76\u5c06\u5176\u90e8\u7f72\u5230\u53ea\u4f7f\u7528\u89c6\u89c9\u4fe1\u53f7\u7684\u7cfb\u7edf\u4e2d\u3002\u300c\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u777f\u667a\u7684\u7b56\u7565\u3002\u6211\u8ba4\u4e3a\u8fd9\u79cd\u7b56\u7565\u7684\u6548\u679c\u80fd\u5f97\u5230\u8bc1\u660e\uff0c\u56e0\u4e3a\u50cf\u7d20\u5177\u5907\u8db3\u591f\u4fe1\u606f\uff0c\u5176\u7f51\u7edc\u4e5f\u6709\u8db3\u591f\u80fd\u529b\u3002\u300d<\/p>\n<p>\u4e4b\u540e\u4ed6\u63d0\u5230\u4e86<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u91cd\u8981\u6027\u3002\u4e00\u5f00\u59cb\u7684\u65f6\u5019\uff0c\u7279\u65af\u62c9\u7684\u7cfb\u7edf\u4e2d\u5305\u542b\u5927\u91cf\u4eba\u5de5\u7f16\u5199\u7684 C++ \u4ee3\u7801\uff0c\u4e4b\u540e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u7684\u6bd4\u91cd\u8d8a\u6765\u8d8a\u5927\u2014\u2014\u5148\u662f\u6267\u884c\u56fe\u50cf\u68c0\u6d4b\uff0c\u7136\u540e\u8fdb\u884c\u9884\u6d4b\uff0c\u4e4b\u540e\u66f4\u662f\u80fd\u53d1\u51fa\u8f6c\u5411\u7b49\u6307\u4ee4\u3002<\/p>\n<p>\u4ed6\u8868\u793a\uff0c\u7279\u65af\u62c9\u6700\u7ec8\u7684\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff08\u6bd4\u5982\u5341\u5e74\u4e4b\u540e\uff09\u5c31\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5411\u5176\u8f93\u5165\u89c6\u9891\uff0c\u5b83\u5c31\u76f4\u63a5\u7ed9\u51fa\u547d\u4ee4\u3002<\/section>\n<section><\/section>\n<section><strong>\u4eba\u5f62\u673a\u5668\u4eba\u4ee5\u53ca\u673a\u5668\u4eba\u516c\u53f8\u7279\u65af\u62c9<\/strong><\/section>\n<section>Andrej Karpathy \u5728\u79bb\u5f00\u7279\u65af\u62c9\u4e4b\u524d\u4e5f\u53c2\u4e0e\u7814\u7a76\u8fc7\u7279\u65af\u62c9\u7684\u4eba\u5f62\u673a\u5668\u4eba\u3002\u4ed6\u8ba4\u4e3a\u8fd9\u662f\u5c06\u80fd\u6539\u53d8\u4e00\u5207\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n<p>\u4ed6\u8bf4\uff1a\u300c\u6c7d\u8f66\u5176\u5b9e\u5c31\u662f\u673a\u5668\u4eba\u3002\u6211\u8ba4\u4e3a\u7279\u65af\u62c9\u4e0d\u662f\u4e00\u5bb6\u6c7d\u8f66\u516c\u53f8\u3002\u8fd9\u6709\u8bef\u5bfc\u6027\u3002\u8fd9\u662f\u4e00\u5bb6\u673a\u5668\u4eba\u516c\u53f8\uff0c\u5927\u89c4\u6a21\u673a\u5668\u4eba\u516c\u53f8\uff0c\u56e0\u4e3a\u89c4\u6a21\u4e5f\u50cf\u4e00\u4e2a\u5b8c\u5168\u72ec\u7acb\u7684\u53d8\u91cf\u3002\u4ed6\u4eec\u4e0d\u662f\u5728\u5236\u9020\u4e1c\u897f\uff0c\u800c\u662f\u5728\u5236\u9020\u5236\u9020\u4e1c\u897f\u7684\u673a\u5668\u3002\u300d<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u4eba\u5f62\u673a\u5668\u4eba Optimus \u7684\u65e9\u671f\u7248\u672c\u4e0e\u7279\u65af\u62c9\u7684\u6c7d\u8f66\u533a\u522b\u4e0d\u5927\u2014\u2014\u5b83\u4eec\u6709\u5b8c\u5168\u4e00\u6837\u7684\u8ba1\u7b97\u673a\u548c\u6444\u50cf\u5934\u3002\u5728\u5176\u4e2d\u8fd0\u884c\u7684\u7f51\u7edc\u4e5f\u662f\u6c7d\u8f66\u7684\u7f51\u7edc\uff0c\u5f53\u7136\u5176\u4e2d\u9700\u8981\u505a\u4e00\u4e9b\u5fae\u8c03\uff0c\u4f7f\u5176\u9002\u5e94\u6b65\u884c\u7a7a\u95f4\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-07508a8260dfae48f5ffe8d8f3a2ea97.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-07508a8260dfae48f5ffe8d8f3a2ea97.gif\"><\/a>\u5f53\u4f0a\u9686\u00b7\u9a6c\u65af\u514b\u51b3\u5b9a\u505a\u4eba\u5f62\u673a\u5668\u4eba\u65f6\uff0c\u5404\u79cd CAD \u6a21\u578b\u548c\u4f9b\u5e94\u94fe\u7b49\u7b49\u90fd\u662f\u73b0\u6210\u7684\uff0c\u53ef\u4ee5\u4ece\u6c7d\u8f66\u751f\u4ea7\u7ebf\u76f4\u63a5\u62ff\u8fc7\u6765\u91cd\u65b0\u914d\u7f6e\uff0c\u5c31\u50cf\u662f\u7535\u5f71\u300a\u53d8\u5f62\u91d1\u521a\u300b\u4e2d\u90a3\u6837\u2014\u2014\u4ece\u6c7d\u8f66\u53d8\u6210\u4e86\u673a\u5668\u4eba\u3002<\/p>\n<p>\u81f3\u4e8e\u4eba\u5f62\u673a\u5668\u4eba\u7684\u7b2c\u4e00\u4e2a\u5e94\u7528\u9886\u57df\uff0cKarpathy \u8bf4\uff1a\u300c\u6211\u8ba4\u4e3a B2C \u5e76\u4e0d\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u8d77\u70b9\u3002\u300d\u4ed6\u8868\u793a\u7279\u65af\u62c9\u7684\u4eba\u5f62\u673a\u5668\u4eba\u6700\u597d\u7684\u5ba2\u6237\u5c31\u662f\u7279\u65af\u62c9\u81ea\u5df1\u3002\u8fd9\u80fd\u907f\u514d\u5f88\u591a\u9ebb\u70e6\uff0c\u540c\u65f6\u8fd8\u80fd\u68c0\u9a8c\u6210\u679c\u3002\u7b49\u4ea7\u54c1\u5b75\u5316\u6210\u719f\u4e4b\u540e\uff0c\u518d\u8fdb\u5165 B2B \u5e02\u573a\uff0c\u4e3a\u90a3\u4e9b\u62e5\u6709\u5de8\u5927\u4ed3\u5e93\u6216\u9700\u8981\u5904\u7406\u6750\u6599\u7684\u516c\u53f8\u63d0\u4f9b\u670d\u52a1\u3002\u6700\u540e\u624d\u662f\u9762\u5411\u6d88\u8d39\u8005\u7684 B2C \u5e02\u573a\u3002<\/p>\n<p>\u5f53\u88ab\u95ee\u5230\u4e3a\u4ec0\u4e48\u8981\u505a\u4eba\u5f62\u673a\u5668\u4eba\u65f6\uff08\u56e0\u4e3a\u4eba\u5f62\u53ef\u80fd\u5e76\u4e0d\u662f\u5b8c\u6210\u4efb\u52a1\u7684\u6700\u4f73\u5f62\u6001\uff09\uff0c\u4ed6\u8bf4\uff1a\u300c\u6211\u8ba4\u4e3a\u4eba\u4eec\u53ef\u80fd\u4f4e\u4f30\u4e86\u8fdb\u5165\u4efb\u4f55\u5355\u4e00\u5e73\u53f0\u7684\u56fa\u5b9a\u6210\u672c\u548c\u590d\u6742\u6027\u3002\u6211\u8ba4\u4e3a\u4efb\u4f55\u5355\u4e00\u5e73\u53f0\u90fd\u6709\u5f88\u5927\u7684\u56fa\u5b9a\u6210\u672c\uff0c\u56e0\u6b64\u6211\u8ba4\u4e3a\u96c6\u4e2d\u5316\uff0c\u62e5\u6709\u4e00\u4e2a\u53ef\u4ee5\u505a\u6240\u6709\u4e8b\u60c5\u7684\u5355\u4e00\u5e73\u53f0\u662f\u975e\u5e38\u6709\u610f\u4e49\u7684\u3002\u300d<\/p>\n<p>\u800c\u4eba\u5f62\u662f\u6211\u4eec\u719f\u6089\u7684\u5f62\u6001\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7814\u7a76\u8005\u66f4\u597d\u5730\u5224\u65ad\u64cd\u4f5c\u548c\u91c7\u96c6\u6570\u636e\uff0c\u6bd5\u7adf\u6211\u4eec\u4eba\u7c7b\u81ea\u8eab\u5c31\u5df2\u7ecf\u8bc1\u660e\u4e86\u4eba\u5f62\u5f62\u6001\u7684\u6709\u6548\u6027\u3002\u53e6\u5916\uff0c\u4eba\u7c7b\u793e\u4f1a\u4e5f\u662f\u4e3a\u4eba\u7c7b\u8bbe\u8ba1\u7684\uff0c\u4eba\u5f62\u5e73\u53f0\u53ef\u4ee5\u66f4\u597d\u5730\u9002\u5e94\u8fd9\u4e00\u70b9\u3002\u5f53\u7136\uff0c\u4ed6\u5e76\u4e0d\u5426\u8ba4\u8fd9\u4e9b\u5f62\u6001\u672a\u6765\u53ef\u80fd\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>\u4ed6\u5f3a\u8c03\u4e86<mark data-type=\"tech_methods\" data-id=\"a5deb948-06e3-4875-acdb-35c268734006\">\u8fc1\u79fb\u5b66\u4e60<\/mark>\u7684\u91cd\u8981\u6027\u3002\u4e0d\u7ba1\u5f62\u6001\u5982\u4f55\uff0c\u5982\u679c\u80fd\u6709\u4e00\u4e2a\u80fd\u8fc1\u79fb\u5230\u4e0d\u540c\u5f62\u6001\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff0c\u4ece\u800c\u7ee7\u627f\u539f\u6709\u7684\u667a\u6167\u548c\u80fd\u529b\uff0c\u5fc5\u5b9a\u4f1a\u5927\u6709\u7528\u9014\u3002<\/p>\n<section><strong>Transformer \u53ef\u80fd\u8d85\u8d8a\u4eba\u8111<\/strong><\/section>\n<section>Andrej Karpathy \u79f0\u8d5e\u4e86 Transformer \u7684\u72ec\u7279\u4e4b\u5904\uff1a\u300c\u5b83\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff0c\u800c\u662f\u4e00\u4e2a\u60ca\u4eba\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002\u300d\u6b63\u662f\u56e0\u4e3a Transformer\uff0c\u89c4\u6a21\u6269\u5c55\u5f8b\uff08scaling laws\uff09\u624d\u771f\u6b63\u5f97\u4ee5\u4f53\u73b0\u3002<\/p>\n<p>Transformer \u5c31\u50cf\u662f\u901a\u7528\u578b\u8bad\u7ec3\u8ba1\u7b97\u673a\uff0c\u4e5f\u5c31\u662f\u53ef\u5fae\u5206\u7684\u8ba1\u7b97\u673a\u3002\u300c\u6211\u8ba4\u4e3a\u8fd9\u5b9e\u9645\u4e0a\u662f\u6211\u4eec\u5728\u7b97\u6cd5\u9886\u57df\u5076\u7136\u53d1\u73b0\u7684\u795e\u5947\u4e8b\u7269\u3002\u300d\u5f53\u7136\u5176\u4e2d\u4e5f\u6709\u4e2a\u4eba\u7684\u521b\u65b0\uff0c\u5305\u62ec\u6b8b\u5dee\u8fde\u63a5\u3001\u6ce8\u610f\u529b\u6a21\u5757\u3001<mark data-type=\"tech_methods\" data-id=\"edceaca3-7a3d-42b3-9189-d80b8b99a6ad\">\u5c42\u5f52\u4e00\u5316<\/mark>\u7b49\u7b49\u3002\u8fd9\u4e9b\u4e1c\u897f\u52a0\u8d77\u6765\u53d8\u6210\u4e86 Transformer\uff0c\u7136\u540e\u6211\u4eec\u53d1\u73b0\u5b83\u662f\u53ef\u8bad\u7ec3\u7684\uff0c\u4e5f\u80fd\u5177\u6709\u89c4\u6a21\u6269\u5c55\u5f8b\u3002<\/p>\n<p>Karpathy \u8868\u793a Transformer \u8fd8\u8fdc\u6ca1\u5230\u81ea\u5df1\u7684\u6781\u9650\u3002\u73b0\u5728<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u67b6\u6784\u5df2\u7ecf\u4e0d\u662f\u963b\u788d\u6211\u4eec\u53d1\u5c55\u7684\u74f6\u9888\u4e86\uff0c\u65b0\u7684\u6539\u8fdb\u90fd\u662f\u57fa\u4e8e Transformer \u7684\u5fae\u5c0f\u53d8\u5316\u3002\u73b0\u5728\u7684\u521b\u65b0\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u636e\u96c6\u65b9\u9762\u3002<\/p>\n<p>\u4e92\u8054\u7f51\u6570\u636e\u5f88\u591a\uff0c\u4f46 Karpathy \u8868\u793a\u8fd9\u5e76\u4e0d\u662f\u9002\u5408 Transformer \u7684\u6570\u636e\u3002\u4e0d\u8fc7\u4e92\u8054\u7f51\u4e0a\u4e5f\u786e\u5b9e\u6709\u8db3\u591f\u7684\u63a8\u7406\u8f68\u8ff9\u548c\u5927\u91cf\u77e5\u8bc6\u3002\u73b0\u5728\u5f88\u591a\u7684\u7814\u7a76\u6d3b\u52a8\u90fd\u662f\u4e3a\u4e86\u5c06\u8fd9\u4e9b\u6570\u636e<mark data-type=\"tech_tasks\" data-id=\"213a4d47-596d-4465-9111-a933baa1ee9f\">\u91cd\u6784<\/mark>\u6210\u7c7b\u4f3c\u5185\u5fc3\u72ec\u767d\u7684\u683c\u5f0f\u3002<\/p>\n<p>\u4f7f\u7528\u5408\u6210\u6570\u636e\u4e5f\u80fd\u5927\u6709\u52a9\u76ca\u3002\u6240\u4ee5\u5f88\u6709\u8da3\u7684\u4e00\u70b9\u662f\uff1a\u73b0\u5728\u7684\u5927\u6a21\u578b\u6b63\u5728\u5e2e\u52a9\u6211\u4eec\u521b\u9020\u4e0b\u4e00\u4ee3\u5927\u6a21\u578b\u3002<\/p>\n<p>\u4e0d\u8fc7\u4ed6\u4e5f\u8b66\u544a\u4e86\u5408\u6210\u6570\u636e\u7684\u98ce\u9669\u3002\u5408\u6210\u6570\u636e\u5f80\u5f80\u591a\u6837\u6027\u548c\u4e30\u5bcc\u5ea6\u4e0d\u8db3\u3002\u4e3a\u6b64\u4eba\u4eec\u60f3\u51fa\u4e86\u4e00\u4e9b\u529e\u6cd5\uff0c\u6bd4\u5982\u6709\u4eba\u53d1\u5e03\u4e86\u4e00\u4e2a\u4e2a\u6027\u6570\u636e\u96c6\uff0c\u5176\u4e2d\u5305\u542b 10 \u4ebf\u4e2a\u4e0d\u540c\u80cc\u666f\u7684\u4eba\u7269\u4e2a\u6027\u3002\u5728\u751f\u6210\u5408\u6210\u6570\u636e\u65f6\uff0c\u53ef\u4ee5\u8ba9\u8fd9\u4e9b\u4e0d\u540c\u4e2a\u6027\u53bb\u63a2\u7d22\u66f4\u591a\u7a7a\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u5408\u6210\u6570\u636e\u7684\u71b5\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0cKarpathy \u8bf4\u867d\u7136 Transformer \u548c\u4eba\u8111\u5e94\u5f53\u8c28\u614e\u7c7b\u6bd4\uff0c\u4f46\u4ed6\u8ba4\u4e3a Transformer \u5728\u5f88\u591a\u65b9\u9762\u5df2\u7ecf\u8d85\u8fc7\u4e86\u4eba\u8111\u3002\u4ed6\u8bf4\uff1a\u300c\u6211\u8ba4\u4e3a\u5b83\u4eec\u5b9e\u9645\u4e0a\u662f\u66f4\u9ad8\u6548\u7684\u7cfb\u7edf\u3002\u5b83\u4eec\u4e0d\u5982\u4eba\u8111\u5de5\u4f5c\u7684\u539f\u56e0\u4e3b\u8981\u662f\u6570\u636e\u95ee\u9898\u3002\u300d\u6bd4\u5982\u5728\u8bb0\u5fc6\u529b\u65b9\u9762\uff0cTransformer \u53ef\u4ee5\u8f7b\u677e\u8bb0\u4f4f\u8f93\u5165\u7684\u5e8f\u5217\uff0c\u800c\u4eba\u8111\u7684\u5de5\u4f5c\u8bb0\u5fc6\u5f88\u5c0f\uff0c\u8bb0\u5fc6\u529b\u8868\u73b0\u5dee\u5f97\u591a\u3002\u867d\u7136\u4eba\u8111\u7684\u5de5\u4f5c\u673a\u5236\u8fd8\u6ca1\u88ab\u5b8c\u5168\u63ed\u793a\uff0c\u4f46\u53ef\u4ee5\u8bf4\u5b83\u662f\u4e00\u79cd\u975e\u5e38\u968f\u673a\u7684\u52a8\u6001\u7cfb\u7edf\u3002\u300c\u6211\u786e\u5b9e\u8ba4\u4e3a\u6211\u4eec\u53ef\u80fd\u4f1a\u62e5\u6709\u6bd4\u4eba\u8111\u66f4\u597d\u7684\uff08Transformer\uff09\uff0c\u53ea\u662f\u76ee\u524d\u8fd8\u6ca1\u6709\u5b9e\u73b0\u3002\u300d<\/p>\n<\/section>\n<section><strong>AI \u589e\u5f3a\u4eba\u7c7b\u4ee5\u53ca\u4e0e\u4eba\u7c7b\u7684\u878d\u5408<\/strong><\/section>\n<section>AI \u80fd\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u548c\u6548\u7387\uff0c\u4f46 Andrej Karpathy \u8ba4\u4e3a AI \u7684\u6210\u5c31\u5c06\u8fdc\u4e0d\u6b62\u6b64\u3002\u4ed6\u5f15\u7528\u4e86\u4e54\u5e03\u65af\u7684\u540d\u8a00\uff1a\u300c\u8ba1\u7b97\u673a\u662f\u4eba\u7c7b\u5fc3\u667a\u7684\u81ea\u884c\u8f66\u3002\u300d<\/p>\n<p>\u4ed6\u8868\u793a\uff0c\u8ba1\u7b97\u673a\u4e0e\u4eba\u7c7b\u5b9e\u9645\u4e0a\u5df2\u7ecf\u6709\u4e00\u70b9\u878d\u5408\u4e86\u3002\u6bd4\u5982\u6211\u4eec\u968f\u8eab\u643a\u5e26\u7684\u667a\u80fd\u624b\u673a\uff0c\u73b0\u5728\u8bb8\u591a\u4eba\u5b8c\u5168\u65e0\u6cd5\u79bb\u5f00\u624b\u673a\uff0c\u5426\u5219\u751a\u81f3\u4f1a\u611f\u89c9\u81ea\u5df1\u667a\u529b\u90fd\u4e0b\u964d\u4e86\u3002\u53e6\u4e00\u4e2a\u4f8b\u5b50\u662f\u5bfc\u822a\u8f6f\u4ef6\u8ba9\u8bb8\u591a\u4eba\u5931\u53bb\u4e86\u8bb0\u5fc6\u9053\u8def\u7684\u80fd\u529b\uff0c\u751a\u81f3\u5728\u81ea\u5bb6\u9644\u8fd1\u4e5f\u8981\u5bfc\u822a\u3002\u4ed6\u8868\u793a\u7ffb\u8bd1\u8f6f\u4ef6\u4e5f\u6b63\u6e10\u6e10\u8ba9\u4eba\u4eec\u5931\u53bb\u76f4\u63a5\u4f7f\u7528\u5916\u8bed\u6c9f\u901a\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4ed6\u8bf4\uff0c\u81ea\u5df1\u66fe\u770b\u8fc7\u4e00\u4e2a\u5c0f\u5b69\u5b50\u5728\u6742\u5fd7\u8fdb\u884c\u6ed1\u52a8\u64cd\u4f5c\u7684\u89c6\u9891\u3002\u6211\u4eec\u89c9\u5f97\u5f88\u81ea\u7136\u7684\u6280\u672f\u53ef\u80fd\u5728\u65b0\u4e00\u4ee3\u4eba\u773c\u4e2d\u5e76\u4e0d\u81ea\u7136\u3002<\/p>\n<p>\u4f46\u5982\u679c\u8981\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u878d\u5408\uff0c\u8fd8\u6709\u4e00\u4e9b I\/O \u95ee\u9898\u6709\u5f85\u89e3\u51b3\u3002\u5b9e\u9645\u4e0a\uff0cNeuraLink \u5c31\u6b63\u5728\u505a\u8fd9\u65b9\u9762\u7684\u7814\u7a76\u3002<\/p>\n<p>\u4ed6\u8bf4\uff1a\u300c\u6211\u4e0d\u77e5\u9053\u8fd9\u79cd\u878d\u5408\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\u3002\u53ef\u80fd\u4f1a\u50cf\u662f\u5728\u6211\u4eec\u7684\u5927\u8111\u76ae\u5c42\u4e0a\u518d\u6784\u5efa\u989d\u5916\u4e00\u5c42\u76ae\u5c42\u3002\u300d\u4e0d\u8fc7\u8fd9\u4e2a\u76ae\u5c42\u53ef\u80fd\u5728\u4e91\u7aef\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u53c8\u4f1a\u5f15\u53d1\u5bf9\u751f\u6001\u7cfb\u7edf\u7684\u62c5\u5fe7\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u4f60\u7684\u300c\u65b0\u76ae\u5c42\u300d \u662f\u5be1\u5934\u5784\u65ad\u7684\u5c01\u95ed\u5e73\u53f0\uff0c\u4f60\u80af\u5b9a\u4e0d\u4f1a\u653e\u5fc3\u3002\u597d\u5728\u6211\u4eec\u4e5f\u6709 Llama \u7b49\u5f00\u653e\u5e73\u53f0\u3002\u4e0e\u52a0\u5bc6\u8d27\u5e01\u793e\u533a\u7684\u300c\u4e0d\u662f\u4f60\u7684\u5bc6\u94a5\u5c31\u4e0d\u662f\u4f60\u7684\u5e01\u300d\u7c7b\u4f3c\uff0cKarpathy \u8868\u793a\uff0c\u300c\u4e0d\u662f\u4f60\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u5c31\u4e0d\u662f\u4f60\u7684\u5927\u8111\u300d\u3002<\/section>\n<section><strong>\u73b0\u5728\u7684\u5927\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u8fc7\u5269<\/strong><\/section>\n<section>\u5f53\u88ab\u95ee\u5230\u84b8\u998f\u5c0f\u6a21\u578b\u65b9\u9762\u7684\u95ee\u9898\uff0cKarpathy \u8ba4\u4e3a\u5f53\u524d\u7684\u6a21\u578b\u6d6a\u8d39\u4e86\u5927\u91cf\u5bb9\u91cf\u6765\u8bb0\u5fc6\u65e0\u5173\u7d27\u8981\u7684\u4e8b\u60c5\uff0c\u539f\u56e0\u662f\u6570\u636e\u96c6\u6ca1\u6709\u7ecf\u8fc7\u7cbe\u7ec6\u5316\u7684\u8c03\u6574\uff08curation\uff09\u3002\u800c\u771f\u6b63\u7528\u4e8e\u601d\u8003\u7684\u8ba4\u77e5\u6838\u5fc3\uff08cognitive core\uff09\u53ef\u4ee5\u975e\u5e38\u5c0f\uff0c\u5982\u679c\u5b83\u9700\u8981\u67e5\u627e\u4fe1\u606f\uff0c\u5b83\u4f1a\u77e5\u9053\u5982\u4f55\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\u3002<\/p>\n<p>\u81f3\u4e8e\u5177\u4f53\u7684\u5927\u5c0f\uff0cKarpathy \u8ba4\u4e3a\u4f1a\u662f\u6570\u5341\u4ebf\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u5bf9\u5927\u6a21\u578b\u6267\u884c\u84b8\u998f\u6765\u83b7\u5f97\u3002\u8fd9\u5c31\u7c7b\u4f3c\u4e8e\u4e92\u8054\u7f51\u6570\u636e\u3002\u4e92\u8054\u7f51\u6570\u636e\u672c\u8eab\u53ef\u80fd\u662f\u7531 0.001% \u7684\u8ba4\u77e5\u6570\u636e\u548c 99.999% \u7684\u76f8\u4f3c\u6216\u65e0\u7528\u4fe1\u606f\u6784\u6210\u7684\u3002<\/p>\n<p>\u5f53\u8fd9\u4e9b\u6a21\u578b\u53d1\u6325\u4f5c\u7528\u65f6\uff0c\u5b83\u4eec\u5e76\u4e0d\u4f1a\u5b64\u519b\u594b\u6218\uff0c\u800c\u662f\u4f1a\u534f\u540c\u5408\u4f5c\uff0c\u5404\u81ea\u5904\u7406\u81ea\u5df1\u64c5\u957f\u7684\u4efb\u52a1\u3002\u8fd9\u5c31\u50cf\u662f\u4e00\u5bb6\u516c\u53f8\uff0c\u4ed6\u6253\u4e86\u4e2a\u6bd4\u65b9\uff0cLLM \u4eec\u4f1a\u6709\u4e0d\u540c\u7684\u5206\u5de5\uff0c\u6709\u7a0b\u5e8f\u5458\u548c\u4ea7\u54c1\u7ecf\u7406\u7b49\u3002<\/section>\n<section><\/section>\n<section><strong>Karpathy \u7684\u6559\u80b2\u4e8b\u4e1a<\/strong><\/section>\n<section>Andrej Karpathy \u79bb\u5f00 OpenAI \u540e\u4e00\u5934\u624e\u8fdb\u4e86\u300cAI+\u6559\u80b2\u300d\u9886\u57df\u3002\u4ed6\u8bf4\uff1a\u300c\u6211\u4e00\u76f4\u662f\u4e00\u540d\u6559\u80b2\u5de5\u4f5c\u8005\uff0c\u6211\u70ed\u7231\u5b66\u4e60\u548c\u6559\u5b66\u3002\u300d\u4ed6\u8c08\u5230\u4e86\u81ea\u5df1\u7684\u613f\u666f\u3002\u4ed6\u8ba4\u4e3a AI \u9886\u57df\u73b0\u5728\u5f88\u591a\u5de5\u4f5c\u7684\u76ee\u7684\u662f\u53d6\u4ee3\u4eba\uff0c\u4f46\u4ed6\u66f4\u611f\u5174\u8da3\u7684\u662f\u4ee5 AI \u8d4b\u80fd\u4eba\u7c7b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2602eebe9f0dba829469c98a89bb6ad9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2602eebe9f0dba829469c98a89bb6ad9.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Karpathy \u5ba3\u5e03\u6210\u7acb\u300cAI+\u6559\u80b2\u300d\u516c\u53f8 Eureka Labs \u7684\u63a8\u6587<\/sup><\/em><\/section>\n<section>\u4ed6\u8bf4\uff1a\u300c\u6211\u6b63\u5728\u52aa\u529b\u6253\u9020\u4e00\u95e8\u5355\u4e00\u8bfe\u7a0b\u3002\u5982\u679c\u4f60\u60f3\u4e86\u89e3 AI\uff0c\u4f60\u53ea\u9700\u8981\u770b\u8fd9\u4e2a\u8bfe\u7a0b\u3002\u300d<\/section>\n<section><\/section>\n<section>GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/karpathy\/LLM101n<\/section>\n<section><em><sup>\uff08\u4f46\u8bf7\u6ce8\u610f\uff0c\u8bfe\u7a0b\u8fd8\u6ca1\u4e0a\u7ebf\u3002\uff09<\/sup><\/em><\/section>\n<section>\u4ed6\u8c08\u5230\u81ea\u5df1\u66fe\u7ecf\u5728\u65af\u5766\u798f\u5927\u5b66\u6559\u8fc7\u4e8c\u4e09\u5341\u95e8\u8bfe\u7a0b\uff0c\u90a3\u662f\u6700\u65e9\u7684<mark data-type=\"tech_methods\" 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