{"id":36723,"date":"2025-01-17T08:01:49","date_gmt":"2025-01-17T00:01:49","guid":{"rendered":"https:\/\/17aitech.com\/?p=36723"},"modified":"2025-01-17T08:01:49","modified_gmt":"2025-01-17T00:01:49","slug":"karpathy%e5%90%8e%e6%82%94%e4%ba%86%ef%bc%9a2015%e5%b9%b4%e5%b0%b1%e7%9c%8b%e5%88%b0%e4%ba%86%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e6%bd%9c%e5%8a%9b%ef%bc%8c%e5%8d%b4%e6%90%9e%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36723","title":{"rendered":"Karpathy\u540e\u6094\u4e86\uff1a2015\u5e74\u5c31\u770b\u5230\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u5374\u641e\u4e86\u591a\u5e74\u5f3a\u5316\u5b66\u4e60"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-18-7\" target=\"_blank\">Karpathy\u540e\u6094\u4e86\uff1a2015\u5e74\u5c31\u770b\u5230\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u5374\u641e\u4e86\u591a\u5e74\u5f3a\u5316\u5b66\u4e60<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"8\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u803d\u8bef\u4e1a\u754c\u597d\u591a\u5e74\uff1f<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u300c\u8fd9\u662f\u6709\u53f2\u4ee5\u6765\u6700\u5927\u3001\u6700\u4ee4\u4eba\u56f0\u60d1\u7684\u7814\u7a76\u751f\u6daf\u9519\u8bef\uff0c\u300dAndrej Karpathy \u611f\u53f9\u9053\u3002<\/section>\n<section><\/section>\n<section>\u4e0a\u4e2a\u5468\u672b\uff0cOpenAI \u521b\u59cb\u6210\u5458\u3001\u7814\u7a76\u79d1\u5b66\u5bb6\u3001\u539f\u7279\u65af\u62c9\u524d AI \u9ad8\u7ea7\u603b\u76d1\u3001AI \u9886\u57df\u7684\u5927\u795e Andrej Karpathy \u4e00\u76f4\u5728\u540e\u6094\u3002\u540e\u6094\u81ea\u5df1\u6ca1\u6709\u65e9\u70b9\u5e26\u9886 OpenAI \u5f00\u521b\u5927\u6a21\u578b\u65f6\u4ee3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e8629b31214b4e403207e01e1654d0b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e8629b31214b4e403207e01e1654d0b6.png\"><\/a><\/section>\n<section>\u662f\u600e\u4e48\u4e00\u56de\u4e8b\uff1f\u770b\u8d77\u6765 Karpathy \u8ba4\u4e3a\u5f53\u5e74\u65e9\u5df2\u8ba4\u8bc6\u5230\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u6f5c\u529b\uff0c\u4f46\u5374\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\u300c\u8bef\u5165\u6b67\u9014\u300d\uff0c\u968f\u5927\u6e9c\u4e00\u8d77\u641e\u5f3a\u5316\u5b66\u4e60\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-00327a156e4733f9eccbd112bb5c902d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-00327a156e4733f9eccbd112bb5c902d.png\"><\/a><\/section>\n<section>2013 \u5e74\u7684 Atari RL \u8bba\u6587\u88ab\u8ba4\u4e3a\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u5f00\u5c71\u4e4b\u4f5c\uff1a\u4e00\u4e2a\u901a\u7528\u5b66\u4e60\u7b97\u6cd5\u5c31\u53d1\u73b0\u4e86 Breakout \u548c\u8bb8\u591a\u5176\u4ed6\u6e38\u620f\u7684\u6700\u4f73\u7b56\u7565\uff0c\u770b\u8d77\u6765\uff0c\u5728\u5f88\u591a\u4efb\u52a1\u4e0a\u6211\u4eec\u53ea\u9700\u8981\u5bf9\u5176\u8fdb\u884c\u8db3\u591f\u7684\u6539\u8fdb\u548c\u6269\u5c55\uff0c\u5c31\u53ef\u4ee5\u6784\u5efa\u51fa\u5f3a\u5927\u7684 AI \u6a21\u578b\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3f97d08717fb8b5326deb62b02e0e268.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3f97d08717fb8b5326deb62b02e0e268.png\"><\/a><\/section>\n<section>\u6211\u4eec\u4e5f\u8fd8\u8bb0\u5f97\uff0c\u5728 Karpathy \u8df3\u69fd\u53bb\u5230\u7279\u65af\u62c9\u4e00\u5e74\u540e\uff0c2018 \u5e74 OpenAI \u63a8\u51fa\u4e86 OpenAI Five\uff0c\u5229\u7528\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u6cd5\u5728 Dota 2 \u6e38\u620f\u4e0a\u5f00\u59cb\u4e0e\u804c\u4e1a\u9009\u624b\u8fc7\u62db\u3002<\/section>\n<section><\/section>\n<section>\u5728 2019 \u5e74\uff0cOpenAI \u7684\u7814\u7a76\u8005\u8fd8\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\uff0c\u5229\u7528\u4e00\u53ea\u7c7b\u4eba\u673a\u68b0\u624b\u6765\u73a9\u9b54\u65b9\uff0c\u8868\u660e\u5f3a\u5316\u5b66\u4e60\u5de5\u5177\u4e0d\u4ec5\u4ec5\u53ef\u4ee5\u5904\u7406\u865a\u62df\u4efb\u52a1\uff0c\u800c\u4e14\u8fd8\u80fd\u591f\u89e3\u51b3\u9700\u8981\u9ad8\u5ea6\u7075\u6d3b\u6027\u7684\u771f\u5b9e\u4e16\u754c\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3aef6b32b79488284f09f4f16bd794f0.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3aef6b32b79488284f09f4f16bd794f0.gif\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u65f6\u5019 OpenAI \u5728\u53e6\u4e00\u8fb9\u5df2\u7ecf\u63a8\u51fa\u300c\u8fc4\u4eca\u4e3a\u6b62\u6700\u5927\u6a21\u578b\u300dGPT-2 \u4e86\uff0c\u5f3a\u5316\u5b66\u4e60\u7684\u76db\u4e16\uff0c\u4f3c\u4e4e\u5f88\u5feb\u5c31\u88ab\u540e\u6765\u5174\u8d77\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6240\u8986\u76d6\u3002<\/section>\n<section><\/section>\n<section>Karpathy \u8fd8\u63d0\u5230\uff1a\u300cYann LeCun \u5f53\u65f6\u5c31\u4e0d\u592a\u770b\u597d\u5f3a\u5316\u5b66\u4e60\uff0c\u4ed6\u4e00\u904d\u53c8\u4e00\u904d\u5730\u8c08\u8bba\u300e\u86cb\u7cd5\u300f\uff0c\u800c\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u53ea\u662f\u86cb\u7cd5\u9876\u90e8\u6700\u540e\u4e00\u9897\u6a31\u6843\uff0c\u8868\u5f81\u5b66\u4e60\u662f\u86cb\u7cd5\u4e3b\u4f53\uff0c\u76d1\u7763\u5b66\u4e60\u662f\u9526\u4e0a\u6dfb\u82b1\u3002\u81f3\u5c11\u5728\u4eca\u5929\u770b\u6765\uff0c\u4ed6\u5728\u6982\u5ff5\u4e0a\u662f\u5b8c\u5168\u6b63\u786e\u7684\uff08\u9884\u8bad\u7ec3 = \u86cb\u7cd5\u4e3b\u4f53\uff0c\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09= \u7cd6\u8863\uff0cRLHF = \u6a31\u6843\uff0c\u5373\u57fa\u672c\u7684 ChatGPT \u8bad\u7ec3 pipeline\uff09\u3002\u8fd9\u5f88\u6709\u8da3\uff0c\u56e0\u4e3a\u4eca\u5929\u4ed6\u4ecd\u7136\u4e0d\u592a\u770b\u597d LLM\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c96e4db945847407625265529443377c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c96e4db945847407625265529443377c.png\"><\/a><\/section>\n<section>\u8bf4\u4e86\u8fd9\u4e48\u591a\uff0c\u5982\u4eca\u5df2\u662f\u300c\u4e8b\u540e\u8bf8\u845b\u4eae\u300d\u4e86\uff0c\u5f53\u521d\u660e\u660e\u770b\u597d\u5374\u6ca1\u628a\u63e1\u4f4f\uff0c\u770b\u8d77\u6765\u6bd4\u5f53\u521d\u6839\u672c\u6ca1\u60f3\u8fc7\u8fd9\u56de\u4e8b\u8fd8\u8ba9\u4eba\u61ca\u607c\u3002<\/section>\n<section><\/section>\n<section>\u8ba9\u6211\u4eec\u770b\u770b Karpathy \u90a3\u7bc7\u9884\u8a00\u4e86\u5982\u4eca\u5927\u6a21\u578b\u65f6\u4ee3\u7684\u6587\u7ae0\uff0c\u8bf4\u4e86\u4e9b\u4ec0\u4e48\u3002<\/section>\n<section><\/section>\n<section><strong>Andrej Karpathy \u5f53\u521d\u662f\u600e\u4e48\u770b\u597d\u7684<\/strong><\/section>\n<section><\/section>\n<section>\u5176\u5b9e\u5173\u4e8e RNN\uff0cKarpathy \u65e9\u5728 15 \u5e74\u5c31\u5df2\u7ecf\u6ce8\u610f\u5230\u4e86\u3002\u4e3a\u6b64\u4ed6\u8fd8\u4e13\u95e8\u5199\u4e86\u4e00\u7bc7\u540d\u4e3a\u300aRNN \u7684\u4e0d\u5408\u7406\u6709\u6548\u6027\u300b \u00a0\u6587\u7ae0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aafae4b5fe2fc7bf2366677384e3b4a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aafae4b5fe2fc7bf2366677384e3b4a3.png\"><\/a><\/section>\n<section>\u6587\u7ae0\u6df1\u5165\u63a2\u8ba8\u4e86\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u7684\u6f5c\u529b\u4e0e\u5b9e\u9645\u5e94\u7528\u3002\u6587\u4e2d\u63d0\u5230\u4e86\u51e0\u4e2a\u5b9e\u9a8c\u793a\u4f8b\uff0c\u5305\u62ec\u4f7f\u7528 RNN \u6765\u751f\u6210\u7c7b\u4f3c\u838e\u58eb\u6bd4\u4e9a\u4f5c\u54c1\u7684\u6587\u672c\uff0c\u4ee5\u53ca\u6a21\u62df\u7f16\u7a0b\u4ee3\u7801\u548c\u6570\u5b66\u516c\u5f0f\u7684\u751f\u6210\u3002\u00a0<\/section>\n<section><\/section>\n<section>Karpathy \u7528\u7b80\u5355\u6613\u61c2\u7684\u8bed\u8a00\u4ecb\u7ecd\u4e86 RNN\u3002RNN \u662f\u4e00\u79cd\u80fd\u591f\u5904\u7406\u5e8f\u5217\u6570\u636e\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u901a\u8fc7\u5176\u5faa\u73af\u8fde\u63a5\u80fd\u591f\u8bb0\u4f4f\u4e4b\u524d\u7684\u4fe1\u606f\uff0c\u8fd9\u5bf9\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u6216\u4efb\u4f55\u5e8f\u5217\u6570\u636e\u7684\u5904\u7406\u5c24\u4e3a\u5173\u952e\u3002\u00a0<\/section>\n<section><\/section>\n<section>Karpathy \u63cf\u8ff0\u4e86\u4f7f\u7528 RNN \u8fdb\u884c\u56fe\u50cf\u63cf\u8ff0\u4efb\u52a1\u7684\u521d\u6b21\u5c1d\u8bd5\uff0c\u5e76\u5206\u4eab\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u7684\u795e\u5947\u4f53\u9a8c\u3002\u4ed6\u56de\u5fc6\u79f0\uff0c\u5728\u4f7f\u7528 RNN \u8fdb\u884c\u8bad\u7ec3\u540e\u4e0d\u4e45\uff0c\u5373\u4f7f\u662f\u968f\u610f\u9009\u62e9\u7684\u8d85\u53c2\u6570\u914d\u7f6e\u4e0b\uff0c\u4ed6\u7684\u6a21\u578b\u5f00\u59cb\u751f\u6210\u770b\u8d77\u6765\u975e\u5e38\u4e0d\u9519\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u8fd9\u4e9b\u63cf\u8ff0\u63a5\u8fd1\u4e8e\u6709\u610f\u4e49\u3002\u8fd9\u79cd\u7b80\u5355\u6a21\u578b\u4e0e\u6240\u83b7\u5f97\u7684\u7ed3\u679c\u8d28\u91cf\u4e4b\u95f4\u7684\u6bd4\u4f8b\uff0c\u6709\u65f6\u4f1a\u8fdc\u8fdc\u8d85\u51fa\u9884\u671f\uff0c\u8fd9\u8ba9\u4eba\u611f\u5230\u60ca\u8bb6\u3002<\/section>\n<section><\/section>\n<section><strong>\u5f53\u65f6\u7684\u666e\u904d\u770b\u6cd5\u8ba4\u4e3a RNN \u96be\u4ee5\u8bad\u7ec3\uff0c\u4f46 Karpathy \u540e\u6765\u7684\u7ecf\u9a8c\u5374\u8ba9\u4ed6\u5f97\u51fa\u4e86\u76f8\u53cd\u7684\u7ed3\u8bba\u3002<\/strong>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0cKarpathy \u9891\u7e41\u5730\u8bad\u7ec3 RNN\uff0c\u5e76\u591a\u6b21\u89c1\u8bc1\u4e86\u5b83\u4eec\u7684\u5f3a\u5927\u548c\u7a33\u5065\uff0c\u5c3d\u7ba1\u5982\u6b64\uff0c\u8fd9\u4e9b\u7f51\u7edc\u4ea7\u751f\u7684\u6709\u8da3\u8f93\u51fa\u4ecd\u7136\u8ba9\u4ed6\u611f\u5230\u65b0\u5947\u548c\u6709\u8da3\u3002<\/section>\n<section><\/section>\n<section>\u00a0\u5173\u4e8e\u5982\u4f55\u5229\u7528 RNN \u9010\u5b57\u7b26\u751f\u6210\u6587\u672c\u7684\u4ecb\u7ecd\uff0c\u5f15\u53d1\u4e86\u5bf9\u300c\u8fd9\u600e\u4e48\u53ef\u80fd\uff1f\u300d\u8fd9\u4e00\u95ee\u9898\u7684\u601d\u8003\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u4f17\u6240\u5468\u77e5\uff0cRNN \u662f\u56fe\u7075\u5b8c\u5907\u7684\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u6a21\u62df\u4efb\u610f\u7a0b\u5e8f\uff08\u5177\u6709\u9002\u5f53\u7684\u6743\u91cd\uff09\u3002\u4f46\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u901a\u7528\u8fd1\u4f3c\u5b9a\u7406\u7c7b\u4f3c\uff0c\u4f60\u4e0d\u5e94\u8be5\u5bf9\u6b64\u8fdb\u884c\u8fc7\u591a\u7684\u89e3\u8bfb\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u8bad\u7ec3\u666e\u901a\u795e\u7ecf\u7f51\u7edc\u662f\u5bf9\u51fd\u6570\u7684\u4f18\u5316\uff0c\u90a3\u4e48\u8bad\u7ec3\u5faa\u73af\u7f51\u7edc\u5c31\u662f\u5bf9\u7a0b\u5e8f\u7684\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\uff0cKarpathy \u5728\u535a\u5ba2\u4e2d\u8bb2\u89e3\u4e86 RNN \u7684\u57fa\u672c\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u5b57\u7b26\u7ea7\u8bed\u8a00\u6a21\u578b\u5e94\u7528\u6765\u8bf4\u660e\u5176\u5b9e\u9645\u64cd\u4f5c\u8fc7\u7a0b\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0cKarpathy \u4e3a RNN \u63d0\u4f9b\u4e00\u5927\u6bb5\u6587\u672c\uff0c\u5e76\u8981\u6c42\u5b83\u6839\u636e\u524d\u9762\u7684\u5b57\u7b26\u5e8f\u5217\u5bf9\u5e8f\u5217\u4e2d\u4e0b\u4e00\u4e2a\u5b57\u7b26\u7684\u6982\u7387\u5206\u5e03\u8fdb\u884c\u5efa\u6a21\u3002\u8fd9\u6837\uff0c\u5c31\u53ef\u4ee5\u4e00\u6b21\u4e00\u4e2a\u5b57\u7b26\u5730\u751f\u6210\u65b0\u6587\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5047\u8bbe\u8bcd\u6c47\u8868\u4e3a hello\uff0c \u8fd9\u6bb5\u8bad\u7ec3\u6570\u636e\u53ef\u4ee5\u88ab\u62c6\u5206\u4e3a 4 \u4e2a\u72ec\u7acb\u7684\u8bad\u7ec3\u6837\u672c\uff1a\u00a0<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u57fa\u4e8e h \u9884\u6d4b e \u7684\u6982\u7387\u5e94\u8be5\u8f83\u9ad8\u3002<\/section>\n<\/li>\n<li>\n<section>\u57fa\u4e8e he \u9884\u6d4b l \u7684\u6982\u7387\u5e94\u8be5\u8f83\u9ad8\u3002<\/section>\n<\/li>\n<li>\n<section>\u57fa\u4e8e hel \u9884\u6d4b l \u7684\u6982\u7387\u5e94\u8be5\u8f83\u9ad8\u3002<\/section>\n<\/li>\n<li>\n<section>\u57fa\u4e8e hell \u9884\u6d4b o \u7684\u6982\u7387\u5e94\u8be5\u8f83\u9ad8\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6bcf\u4e2a\u5b57\u7b26\u4f1a\u88ab\u7f16\u7801\u4e3a\u4e00\u4e2a\u5411\u91cf\uff0c\u91c7\u7528 1-of-k \u7f16\u7801\uff0c\u5373\u5411\u91cf\u4e2d\u53ea\u6709\u4e00\u4e2a\u4f4d\u7f6e\u4e3a 1\uff0c\u5176\u4f59\u4f4d\u7f6e\u4e3a 0\uff0c\u7136\u540e\u4f7f\u7528 step \u51fd\u6570\u5c06\u5b83\u4eec\u9010\u4e2a\u8f93\u5165\u5230 RNN\u3002\u63a5\u7740\u4f1a\u89c2\u5bdf\u5230\u4e00\u4e2a 4 \u7ef4\u8f93\u51fa\u5411\u91cf\u5e8f\u5217\uff08\u6bcf\u4e2a\u5b57\u7b26\u4e00\u7ef4\uff09\uff0c\u5e76\u5c06\u5176\u89e3\u91ca\u4e3a RNN \u5f53\u524d\u5206\u914d\u7ed9\u5e8f\u5217\u4e2d\u4e0b\u4e00\u4e2a\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-71da14fd516521bd582c19ea0cff8aea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-71da14fd516521bd582c19ea0cff8aea.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\u53ef\u4ee5\u770b\u5230 RNN \u7684\u8bad\u7ec3\u8fc7\u7a0b\u53ca\u5176\u80cc\u540e\u7684\u903b\u8f91\uff1a<\/section>\n<section><\/section>\n<section>\u5728\u7b2c\u4e00\u4e2a step \u4e2d\uff0cRNN \u770b\u5230\u5b57\u7b26 h \u540e\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5b57\u7b26\u7684\u6982\u7387\u5206\u5e03\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>h \u7684\u7f6e\u4fe1\u5ea6\u4e3a 1.0<\/section>\n<\/li>\n<li>\n<section>e \u7684\u7f6e\u4fe1\u5ea6\u4e3a 2.2<\/section>\n<\/li>\n<li>\n<section>l \u7684\u7f6e\u4fe1\u5ea6\u4e3a &#8211; 3.0<\/section>\n<\/li>\n<li>\n<section>o \u7684\u7f6e\u4fe1\u5ea6\u4e3a 4.1<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f46\u6839\u636e\u8bad\u7ec3\u6570\u636e hello\uff0c\u6b63\u786e\u7684\u4e0b\u4e00\u4e2a\u5b57\u7b26\u5e94\u8be5\u662f e\u3002\u56e0\u6b64\uff0c\u9700\u8981\u63d0\u9ad8 e \u7684\u7f6e\u4fe1\u5ea6\uff08\u7eff\u8272\u8868\u793a\uff09\uff0c\u540c\u65f6\u964d\u4f4e\u5176\u4ed6\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\uff08\u7ea2\u8272\u8868\u793a\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u4e2a step \u90fd\u6709\u4e00\u4e2a\u671f\u671b\u7684\u76ee\u6807\u5b57\u7b26\u3002\u76ee\u6807\u662f\u8ba9\u7f51\u7edc\u5bf9\u6b63\u786e\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\u66f4\u9ad8\uff0c\u800c\u5bf9\u9519\u8bef\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\u66f4\u4f4e\u3002\u56e0\u6b64\u9700\u8981\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u8ba1\u7b97\u6bcf\u4e2a\u6743\u91cd\u7684\u68af\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u68af\u5ea6\u8c03\u6574 RNN \u7684\u6743\u91cd\uff08\u53c2\u6570\uff09\uff0c\u8ba9\u6b63\u786e\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\u63d0\u9ad8\uff08\u4f8b\u5982 e \u7684\u7f6e\u4fe1\u5ea6\u4ece 2.2 \u63d0\u9ad8\u5230 2.3\uff09\u3002\u9519\u8bef\u5b57\u7b26\u7684\u7f6e\u4fe1\u5ea6\u5219\u4f1a\u76f8\u5e94\u964d\u4f4e\u3002<\/section>\n<section><\/section>\n<section>\u00a0\u8fd9\u4e00\u8fc7\u7a0b\u4f1a\u91cd\u590d\u591a\u6b21\uff0c\u76f4\u5230\u6a21\u578b\u6536\u655b\u3002\u6536\u655b\u540e\uff0cRNN \u7684\u9884\u6d4b\u4f1a\u4e0e\u8bad\u7ec3\u6570\u636e\u66f4\u52a0\u4e00\u81f4\uff0c\u5373\u6bcf\u4e00\u6b65\u90fd\u80fd\u591f\u6b63\u786e\u9884\u6d4b\u4e0b\u4e00\u4e2a\u5b57\u7b26\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u8bf4\u660e\uff0c\u51fa\u4e8e\u6559\u5b66\u76ee\u7684\uff0cKarpathy \u8fd8\u7528 Python\/numpy \u7f16\u5199\u4e86\u4e00\u4e2a\u6700\u5c0f\u7684\u5b57\u7b26\u7ea7 RNN \u8bed\u8a00\u6a21\u578b\u3002\u4ee3\u7801\u5927\u7ea6\u53ea\u6709 100 \u884c\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/gist.github.com\/karpathy\/d4dee566867f8291f086<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u66f4\u8fdb\u4e00\u6b65\u7684\uff0cKarpathy \u5728\u8fd9\u7bc7\u535a\u5ba2\u4e2d\u8fd8\u5217\u4e3e\u4e86 5 \u4e2a\u5176\u4ed6\u793a\u4f8b\u5c55\u793a\u3002\u6240\u6709\u793a\u4f8b\u5b57\u7b26\u6a21\u578b\u90fd\u662f\u5728 Github \u4e0a\u53d1\u5e03\u7684\u4ee3\u7801\u8fdb\u884c\u8bad\u7ec3\u7684\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/karpathy\/char-rnn<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6211\u4eec\u4ee5\u300c\u838e\u58eb\u6bd4\u4e9a\u300d\u8fd9\u4e2a\u793a\u4f8b\u4e3a\u4f8b\u3002<\/section>\n<section><\/section>\n<section>Karpathy \u5e0c\u671b\u63a2\u7d22 RNN \u662f\u5426\u80fd\u591f\u5b66\u4e60\u5e76\u751f\u6210\u5177\u6709\u66f4\u591a\u7ed3\u6784\u548c\u98ce\u683c\u7684\u6587\u672c\u5185\u5bb9\u3002\u4e3a\u6b64\uff0c\u4ed6\u4e0b\u8f7d\u4e86\u838e\u58eb\u6bd4\u4e9a\u7684\u6240\u6709\u4f5c\u54c1\uff0c\u5e76\u5c06\u5b83\u4eec\u5408\u5e76\u6210\u4e00\u4e2a 4.4MB \u7684\u6587\u4ef6\uff0c\u7528\u4f5c\u8bad\u7ec3\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ffed13aea25e1fef5d64f1262bf48ddf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ffed13aea25e1fef5d64f1262bf48ddf.png\"><\/a><\/section>\n<section>\u63a5\u7740\uff0cKarpathy \u4f7f\u7528\u4e86\u4e00\u4e2a\u5305\u542b 3 \u5c42 RNN \u7684\u6a21\u578b\uff0c\u6bcf\u5c42\u6709 512 \u4e2a\u9690\u85cf\u8282\u70b9\uff0c\u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b\u8017\u8d39\u4e86\u6570\u5c0f\u65f6\u3002\u6700\u540e\uff0c\u6a21\u578b\u751f\u6210\u4e86\u4e00\u4e9b\u6587\u672c\u6837\u672c\uff0c\u5305\u62ec\u89d2\u8272\u540d\u5b57\u548c\u5185\u5bb9\u5bf9\u8bdd\uff0c\u6709\u65f6\u8fd8\u80fd\u751f\u6210\u8f83\u957f\u7684\u72ec\u767d\u7247\u6bb5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-57d7ff403cc36f1979608858b6c316ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-57d7ff403cc36f1979608858b6c316ce.png\"><\/a><\/section>\n<section>\u4e0d\u8fc7\uff0c\u4ece\u7ed3\u679c\u6765\u770b\uff0c\u5c3d\u7ba1\u751f\u6210\u7684\u6587\u672c\u770b\u8d77\u6765\u50cf\u838e\u58eb\u6bd4\u4e9a\u7684\u4f5c\u54c1\uff0c\u4f46\u4ecd\u6709\u4e00\u5b9a\u7684\u5dee\u5f02\u3002Karpathy \u8ba4\u4e3a\u8fd9\u4e9b\u751f\u6210\u7ed3\u679c\u8868\u73b0\u51fa\u4e86\u6a21\u578b\u7684\u80fd\u529b\u548c\u5c40\u9650\u6027\uff0c\u540c\u65f6\u4e5f\u5c55\u73b0\u4e86 RNN \u5728\u5b57\u7b26\u7ea7\u8bed\u8a00\u5efa\u6a21\u4e0a\u7684\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section>Karpathy \u8fd8\u5217\u4e3e\u4e86\u5982\u4f55\u751f\u6210\u5a74\u513f\u540d\u5b57\u8fd9\u79cd\u6709\u8da3\u7684\u793a\u4f8b\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\u539f\u535a\u5ba2\u4e86\u89e3\u66f4\u591a\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u968f\u540e\u7684\u6545\u4e8b\u6211\u4eec\u90fd\u77e5\u9053\u4e86\uff0c2017 \u5e74\u8c37\u6b4c\u53d1\u5e03\u4e86 Transformer \u8bba\u6587\uff0c\u63d0\u51fa\u4e86\u81ea\u6ce8\u610f\u529b\u673a\u5236\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0c\u4eba\u4eec\u9010\u6b65\u63a2\u7d22\u51fa\u5927\u6a21\u578b\u7684 Scaling Laws\uff0c\u5c06 AI \u6280\u672f\u5411\u901a\u7528\u5316\u5feb\u901f\u5ef6\u4f38\uff0c\u76f4\u5230\u4eca\u5929\u3002<\/section>\n<section><\/section>\n<section>\u65e2\u7136\u8fde Andrej Karpathy \u8fd9\u6837\u7684 AI \u5927\u4f6c\u4e5f\u5728\u7814\u7a76\u65b9\u5411\u4e0a\u300c\u8d70\u8fc7\u5f2f\u8def\u300d\uff0c\u6211\u4eec\u662f\u4e0d\u662f\u4e5f\u8be5\u56de\u770b\u4e00\u4e0b\u8fc7\u53bb\uff1f<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/karpathy.github.io\/2015\/05\/21\/rnn-effectiveness\/<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-18-7\" target=\"_blank\">Karpathy\u540e\u6094\u4e86\uff1a2015\u5e74\u5c31\u770b\u5230\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u6f5c\u529b\uff0c\u5374\u641e\u4e86\u591a\u5e74\u5f3a\u5316\u5b66\u4e60<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Karpathy\u540e\u6094\u4e86 [&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 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