{"id":2171,"date":"2024-05-29T17:00:44","date_gmt":"2024-05-29T09:00:44","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=2171"},"modified":"2024-05-29T17:00:47","modified_gmt":"2024-05-29T09:00:47","slug":"hinton%e6%8f%ad%e7%a7%98ilya%e6%88%90%e9%95%bf%e5%8e%86%e7%a8%8b%ef%bc%9ascaling-law%e6%98%af%e4%bb%96%e5%ad%a6%e7%94%9f%e6%97%b6%e4%bb%a3%e5%b0%b1%e6%9c%89%e7%9a%84%e7%9b%b4%e8%a7%89","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2024\/05\/29\/hinton%e6%8f%ad%e7%a7%98ilya%e6%88%90%e9%95%bf%e5%8e%86%e7%a8%8b%ef%bc%9ascaling-law%e6%98%af%e4%bb%96%e5%ad%a6%e7%94%9f%e6%97%b6%e4%bb%a3%e5%b0%b1%e6%9c%89%e7%9a%84%e7%9b%b4%e8%a7%89\/","title":{"rendered":"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling Law\u662f\u4ed6\u5b66\u751f\u65f6\u4ee3\u5c31\u6709\u7684\u76f4\u89c9"},"content":{"rendered":"\t\t
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2003\u5e74\u590f\u5929\u7684\u4e00\u4e2a\u5468\u65e5\uff0cAI\u6559\u7236Hinton<\/strong>\u5728\u591a\u4f26\u591a\u5927\u5b66\u7684\u529e\u516c\u5ba4\u91cc\u6572\u4ee3\u7801\uff0c\u7a81\u7136\u54cd\u8d77\u7565\u663e\u83bd\u649e\u7684\u6572\u95e8\u58f0\u3002<\/p>\n

\u95e8\u5916\u7ad9\u7740\u4e00\u4f4d\u5e74\u8f7b\u7684\u5b66\u751f<\/strong>\uff0c\u8bf4\u81ea\u5df1\u6574\u4e2a\u590f\u5929\u90fd\u5728\u6253\u5de5\u70b8\u85af\u6761\uff0c\u4f46\u66f4\u5e0c\u671b\u80fd\u52a0\u5165Hinton\u7684\u5b9e\u9a8c\u5ba4\u5de5\u4f5c\u3002<\/p>\n

Hinton\u95ee\uff0c\u4f60\u548b\u4e0d\u9884\u7ea6\u5462\uff1f<\/strong>\u9884\u7ea6\u4e86\u6211\u4eec\u624d\u80fd\u597d\u597d\u8c08\u8c08\u3002<\/p>\n

\u5b66\u751f\u53cd\u95ee\uff0c\u8981\u4e0d\u5c31\u73b0\u5728\u5427\uff1f<\/strong><\/p>\n

\"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n

\n<\/p>

\u8fd9\u4f4d\u5e74\u8f7b\u5b66\u751f\u5c31\u662fIlya Sutskever<\/strong>\uff0c\u521a\u521a\u5b8c\u6210\u672c\u79d1\u4e8c\u5e74\u7ea7\u7684\u6570\u5b66\u8bfe\u7a0b\uff0c\u4ece\u6559\u52a1\u5904\u6253\u542c\u5230\u201c\u60f3\u5b66\u673a\u5668\u5b66\u4e60\uff0c\u6700\u597d\u53bb\u627eHinton\u6559\u6388\u201d\u3002<\/p>\n

\u4ed6\u7167\u505a\u4e86\uff0c\u4e5f\u56e0\u6b64\u6210\u5c31\u4e86\u4e00\u6bb5\u4f20\u5947\uff1a<\/p>\n

\u4eceAlexNet\u5230AlphaGo\uff0c\u4ed6\u4e24\u6b21\u53c2\u4e0e\u6539\u53d8\u4e16\u754c\u7684\u7814\u7a76<\/strong>\u3002<\/p>\n

OpenAI\u521b\u7acb\u4e4b\u521d\u6316\u4ed6\u53bb\u5f53\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u5728\u4ed6\u7684\u9886\u5bfc\u4e0b\uff0c\u63a8\u51fa\u4e86GPT\u7cfb\u5217\u65e9\u671f\u7248\u672c\u3001DALL\u00b7E\u7cfb\u5217\u3001\u4ee3\u7801\u5927\u6a21\u578bCodex\uff0c\u76f4\u5230ChatGPT\uff0c\u518d\u6b21\u6539\u53d8\u4e16\u754c<\/strong>\u3002<\/p>\n

\u591a\u5e74\u540e\uff0c\u4ed6\u53d1\u52a8\u8463\u4e8b\u4f1a\u5185\u8ba7\uff0c\u6700\u7ec8\u4e0eOpenAI\u5f7b\u5e95\u5206\u9053\u626c\u9573\uff0c\u5168\u4e16\u754c\u90fd\u5728\u7b49\u5f85\u7740\u4ed6\u7684\u4e0b\u4e00\u4e2a\u52a8\u4f5c<\/strong>\u3002<\/p>\n

\"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


<\/p>

\u5728OpenAI\u7684\u65f6\u5019\uff0cIlya\u5e76\u4e0d\u50cfAltman\u90a3\u6837\u5230\u5904\u629b\u5934\u9732\u9762\uff0c\u4e5f\u4e0d\u50cfBrockman\u5929\u5929\u5728\u7f51\u4e0a\u5206\u4eab\u81ea\u5df1\u7684\u201c\u7f16\u7a0b\u4e4b\u7985\u201d\u3002<\/p>\n

\u4ec5\u6709\u7684\u51e0\u6b21\u6f14\u8bb2\u548c\u8bbf\u8c08\u4e2d\u4e5f\u591a\u662f\u804a\u6280\u672f\u3001\u5b8f\u89c2\u601d\u8003\uff0c\u4e0d\u5e38\u8c08\u53ca\u81ea\u5df1\u7684\u7ecf\u5386\uff0c\u6700\u8fd1\u534a\u5e74\u66f4\u662f\u9500\u58f0\u533f\u8ff9\u3002<\/p>\n

\u8fd9\u6b21\u7684\u6545\u4e8b\uff0c\u6b63\u662f\u6765\u81ea\u4ed6\u7684\u535a\u58eb\u5bfc\u5e08Geoffrey Hinton\u3002<\/p>\n

\u5728\u4e0eSana Labs\u521b\u59cb\u4eba\u7684\u6700\u65b0\u5bf9\u8bdd\u8282\u76ee\u4e2d\uff0cHinton\u4e0d\u4ec5\u8bb2\u4e86\u81ea\u5df1\u7684\u4e8b\uff0c\u8fd8\u56de\u5fc6\u4e86\u5e08\u5f92\u5171\u4e8b\u671f\u95f4\u7684\u4e00\u4e9b\u5f80\u4e8b\u3002<\/p>\n

20\u591a\u5e74\u8fc7\u53bb\u4e86\uff0c\u5f88\u591a\u7ec6\u8282\u5728Hinton\u7684\u53d9\u8ff0\u91cc\u8fd8\u662f\u90a3\u4e48\u9c9c\u6d3b\u3002<\/p>\n

\"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


<\/p>

\u8fd9\u6bb5\u8bbf\u8c08\u5f55\u50cf\u7406\u6240\u5f53\u7136\u7684\u706b\u4e86\uff0c\u9664\u4e86\u8f76\u4e8b\u4e4b\u5916\uff0c\u8fd8\u6d89\u53caIlya\u7684\u4e00\u4e9b\u5b66\u672f\u601d\u60f3\u600e\u4e48\u6765\u7684\uff0c\u53c8\u662f\u5982\u4f55\u53d1\u5c55\uff1a<\/p>\n

    \n
  • 2010\u5e74Ilya\u5c31\u7528GPU\u5f00\u53d1\u4e86\u4e00\u79cd\u8bed\u8a00\u6a21\u578b<\/li>\n
  • Scaling Law\u6700\u65e9\u662f\u4ed6\u7684\u4e00\u79cd\u76f4\u89c9<\/li>\n
  • \u4e24\u4eba\u90fd\u8ba4\u4e3a\u201d\u8bed\u8a00\u6a21\u578b\u4e0d\u53ea\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u201c<\/li>\n
  • \u4e24\u4eba\u90fd\u8ba4\u540c\u201c\u9884\u6d4b\u5373\u538b\u7f29\u538b\u7f29\u5373\u667a\u80fd\u201d<\/li>\n<\/ul>\n
    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u90a3\u4e48\uff0cHinton\u773c\u4e2d\u7684Ilya\uff0c\u5230\u5e95\u662f\u4ec0\u4e48\u6837\u5b50\uff1f<\/p>\n

    \u60ca\u4eba\u7684\u539f\u59cb\u76f4\u89c9<\/span><\/h1>\n

    Ilya\u52a0\u5165\u5b9e\u9a8c\u5ba4\u540e\uff0cHinton\u7ed9\u4ed6\u5e03\u7f6e\u7684\u7b2c\u4e00\u4e2a\u4efb\u52a1\u662f\u8bfb\u8bba\u6587\uff0c\u4e00\u7bc7\u5173\u4e8e\u53cd\u5411\u4f20\u64ad\u7684\u8bba\u6587\u3002<\/p>\n

    \u4e0b\u4e00\u4e2a\u5468\u4f1a\uff0cIlya\u56de\u6765\u62a5\u544a\u4e86\uff0c\u8bf4\u201c\u6211\u4e0d\u7406\u89e3\u201d\u3002<\/p>\n

    Hinton\u5f88\u5931\u671b\uff0c\u5185\u5fc3OS\uff1a\u201c\u8fd9\u5b69\u5b50\u770b\u7740\u633a\u673a\u7075\u7684\uff0c\u548b\u8fde\u94fe\u5f0f\u6cd5\u5219\u6c42\u5bfc\u8fd9\u4e48\u57fa\u7840\u7684\u4e1c\u897f\u90fd\u770b\u4e0d\u61c2\uff1f\u201d<\/p>\n

    Ilya\u8fde\u5fd9\u89e3\u91ca\uff0c\u54e6\u8fd9\u4e2a\u90e8\u5206\u6211\u61c2\u4e86\uff0c\u6211\u4e0d\u7406\u89e3\u7684\u662f\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u7ed9\u68af\u5ea6\u52a0\u4e00\u4e2asensible functional optimizer\uff1f<\/p>\n

    Hinto\u56e2\u961f\u540e\u6765\u82b1\u4e86\u597d\u51e0\u5e74\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6700\u521d\u6307\u51fa\u95ee\u9898\u7684\u5374\u662f\u521a\u5165\u95e8\u4e00\u5468\u7684Ilya\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u50cf\u8fd9\u6837\u7684\u60c5\u51b5\u540e\u9762\u8fd8\u5728\u53cd\u590d\u53d1\u751f\u2026\u2026Hinton\u5982\u6b64\u8bc4\u4ef7Ilya\uff1a<\/p>\n

    \n

    \u4ed6\u5bf9\u4e8b\u7269\u7684\u539f\u59cb\u76f4\u89c9\u603b\u662f\u975e\u5e38\u597d\u3002<\/strong><\/p>\n<\/blockquote>\n

    \u4f46Hinton\u4e5f\u8bf4\u641e\u4e0d\u6e05\u695aIlya\u8fd9\u79cd\u76f4\u89c9\u4ece\u4f55\u800c\u6765\uff0c\u6216\u8bb8\u5f52\u529f\u4e8e\u4ed6\u4ece\u5c0f\u5c31\u5bf9\u4eba\u5de5\u667a\u80fd\u95ee\u9898\u611f\u5174\u8da3\uff0c\u518d\u52a0\u4e0a\u6570\u5b66\u57fa\u7840\u5f88\u68d2\u3002<\/p>\n

    \u9664\u4e86\u7814\u7a76\u76f4\u89c9\uff0c\u5b66\u751f\u65f6\u671f\u7684Ilya\u4e5f\u5c55\u73b0\u4e86\u8d85\u5f3a\u7684\u4ee3\u7801\u548c\u5de5\u7a0b\u80fd\u529b\u3002<\/p>\n

    \u5f53\u65f6\u8fd8\u6ca1\u6709TenserFlow\u6216Torch\u4e4b\u7c7b\u6d41\u884c\u6846\u67b6\uff0c\u673a\u5668\u5b66\u4e60\u7684\u4e3b\u8981\u5de5\u5177\u548c\u5e73\u53f0\u662fMatlab\u3002<\/p>\n

    \u4e00\u9879\u5de5\u4f5c\u9700\u8981\u5728Matlab\u91cc\u8c03\u6574\u5927\u91cf\u77e9\u9635\u4e58\u6cd5\u4ee3\u7801\uff0cIlya\u505a\u4e86\u4e00\u6bb5\u65f6\u95f4\u5c31\u5f88\u4e0d\u8010\u70e6\uff0c\u8bf4\u8981\u4e3aMatlab\u5199\u4e00\u4e2a\u754c\u9762\uff1a<\/p>\n

    \n

    \u6211\u7528\u5176\u4ed6\uff08Python\u7b49\u66f4\u65b9\u4fbf\u7684\uff09\u8bed\u8a00\u5199\u4ee3\u7801\uff0c\u7136\u540e\u80fd\u81ea\u52a8\u8f6c\u6210Matlab\u4ee3\u7801\u5c31\u597d\u4e86\u3002<\/p>\n<\/blockquote>\n

    Hinton\u542c\u8bf4\u540e\u82e6\u53e3\u5a46\u5fc3\u529d\u4ed6\uff0c\u4f60\u53ef\u522b\uff0c\u8fd9\u5f97\u82b1\u4e0a\u4e00\u4e2a\u6708\u65f6\u95f4\uff0c\u6211\u4eec\u4e0d\u8981\u5206\u5fc3\uff0c\u628a\u624b\u5934\u9879\u76ee\u5148\u505a\u5b8c\u3002<\/p>\n

    Ilya\u5374\u8f7b\u63cf\u6de1\u5199\u5730\u8bf4\uff0c\u5bb3\uff0c\u6ca1\u4e8b\uff0c\u4eca\u5929\u65e9\u4e0a\u6211\u5df2\u7ecf\u5199\u5b8c\u4e86\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/strong><\/p>

    \u25b3<\/strong>\u8fd9\u9879\u5de5\u4f5c\u51fa\u73b0\u5728Ilya\u7684\u535a\u58eb\u6bd5\u4e1a\u8bba\u6587\u91cc<\/p>\n

    \u6253\u5c0f\u5c31\u575a\u4fe1Scaling Law<\/span><\/h1>\n

    \u6b63\u5982Hinton\u6240\u8a00\uff0cIlya\u5728\u5f88\u591a\u95ee\u9898\u4e0a\u6709\u60ca\u4eba\u7684\u76f4\u89c9\u3002<\/p>\n

    \u4eca\u5929\u5168AI\u5708\u4e0d\u5c11\u4eba\u4fe1\u5949\u7684Scaling Law<\/strong>\uff0cIlya\u5b66\u751f\u65f6\u4ee3\u5c31\u5df2\u575a\u4fe1<\/strong>\uff0c\u5e76\u6293\u4f4f\u5404\u79cd\u673a\u4f1a\u5411\u8eab\u8fb9\u7684\u4eba\u5b89\u5229\uff1a<\/p>\n

    \n

    \u53ea\u8981\uff08\u628a\u6a21\u578b\uff09\u505a\u5f97\u66f4\u5927\uff0c\u5b83\u4eec\u5c31\u4f1a\u53d1\u6325\u66f4\u597d\u7684\u4f5c\u7528\u3002<\/p>\n<\/blockquote>\n

    \u540e\u6765\u5230OpenAI\u6210\u7acb\u4e4b\u521d\uff0cIlya\u7684\u8868\u8ff0\u66f4\u52a0\u5b8c\u5584\u4e86\uff1a<\/p>\n

    \n

    \u5982\u679c\u4f60\u6709\u4e00\u4e2a\u5927\u800c\u6df1\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u5728\u5927\u91cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u90a3\u4e48\u4f60\u5b9e\u9645\u4e0a\u53ef\u4ee5\u89e3\u51b3\u4efb\u4f55\u6a21\u5f0f\u8bc6\u522b\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n

    \u65e9\u5e74\u95f4Hinton\u770b\u6765\uff0c\u8fd9\u5c31\u50cf\u662f\u7814\u7a76\u8005\u5728\u6ca1\u6709\u521b\u65b0\u7684\u60f3\u6cd5\u65f6\uff0c\u4e00\u79cd\u201c\u9003\u907f\u8d23\u4efb\u201d\u7684\u8868\u73b0\u3002<\/p>\n

    \n

    \u5f53\u65f6\u7684\u6211\u9519\u4e86\uff0c\u800cIlya\u57fa\u672c\u4e0a\u662f\u5bf9\u7684\u3002<\/p>\n

    \u6bd4\u5982Transformer\u786e\u5b9e\u662f\u4e00\u79cd\u521b\u65b0\u60f3\u6cd5\uff0c\u4f46\u5b9e\u9645\u4e0a\u8d77\u4f5c\u7528\u7684\u8fd8\u662f\u89c4\u6a21\uff0c\u6570\u636e\u7684\u89c4\u6a21\u548c\u8ba1\u7b97\u7684\u89c4\u6a21\u3002<\/p>\n<\/blockquote>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    Hinton\u63d0\u5230\u5728\u5f53\u5e74\u90a3\u4e2a\u65f6\u95f4\u8282\u70b9\uff0c\u6ca1\u4eba\u6562\u9884\u6599\u8ba1\u7b97\u673a\u901f\u5ea6\u4eca\u540e\u4f1a\u5feb\u4e0a10\u4ebf\u500d\uff0c\u6700\u591a\u60f3\u8c61\u5230\u5feb100\u500d\u5c31\u4e0d\u5f97\u4e86\u3002<\/p>\n

    \n

    \u5982\u679c\u6709\u4eca\u5929\u7684\u8ba1\u7b97\u673a\uff0c\u5f53\u5e74\u7814\u7a76\u7684\u96be\u9898\u53ef\u80fd\u4f1a\u81ea\u884c\u89e3\u51b3\uff0c\u5305\u62ec\u8bed\u8a00\u6a21\u578b\u95ee\u9898\u3002<\/p>\n<\/blockquote>\n

    \uff08\u6b64\u5904\u5e94\u63d2\u5165\u6bd4\u5c14\u76d6\u8328\u66fe\u9884\u8a0064k\u5185\u5b58\u5c31\u8db3\u591f\u4efb\u4f55\u4eba\u7528\u4e86\u7b11\u8bdd)<\/p>\n

    Ilya\u57282003\u5e74\u52a0\u5165Hinton\u7684\u5b9e\u9a8c\u5ba4\uff0c\u4e0d\u77e5\u5177\u4f53\u4f55\u65f6\u5f00\u59cb\u6709\u4e86Scaling Law\u7684\u60f3\u6cd5\uff0c\u53ef\u80fd\u5728\u4ed6\u8111\u6d77\u91cc\u5df2\u7ecf\u76d8\u65cb\u4e8620\u591a\u5e74\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u540e\u6765\u76f4\u52302020\u5e74\uff0cGPT-3\u53d1\u5e03\u7684\u51e0\u4e2a\u6708\u524d\uff0cOpenAI\u56e2\u961f\u624d\u6b63\u5f0f\u5728\u8bba\u6587\u4e2d\u5411\u4e16\u4eba\u5b8c\u6574\u5b9a\u4e49\u548c\u4ecb\u7ecd\u8fd9\u4e00\u7406\u5ff5\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n

    \u5728\u8bed\u8a00\u6a21\u578b\u4e0a\u7528GPU\uff0c\u6bd4AlexNet\u66f4\u65e9<\/span><\/h1>\n

    2010\u5e74\u5e95\uff0cIlya\u548c\u53e6\u4e00\u4e2a\u5b66\u751fJames Martens\uff08\u73b0DeepMind\u7814\u7a76\u79d1\u5b66\u5bb6\uff09\u5408\u4f5c\u7814\u7a76\u4e86\u4e00\u79cd\u8bed\u8a00\u6a21\u578b\uff0c\u540e\u6765\u5165\u9009ICML 2011\u3002<\/p>\n

    RNN\u67b6\u6784\uff0c\u4f7f\u7528\u7ef4\u57fa\u767e\u79d1\u6570\u636e\uff0c\u57288\u5f20\u5f53\u65f6\u6700\u5148\u8fdb\u7684GPU\u4e0a\u8bad\u7ec3\uff0c\u6bd4\u5728AlexNet\u4e0a\u4f7f\u7528GPU\u8fd8\u65e9\u4e24\u5e74\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u4e0e\u4eca\u5929\u7684\u5927\u8bed\u8a00\u6a21\u578b\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u4e0d\u4e00\u6837\uff0c\u5f53\u65f6\u4ed6\u4eec\u5c1d\u8bd5\u7684\u662f\u4e00\u6b21\u9884\u6d4b\u4e00\u4e2a\u5b57\u7b26\u3002<\/p>\n

    \u8fd9\u6b3e\u6a21\u578b\u80fd\u529b\u6709\u9650\uff0c\u6bd4\u5982\u7ed9\u4e00\u6bb5\u8d77\u59cb\u6587\u5b57\uff0c\u6a21\u578b\u53ef\u4ee5\u7ee7\u7eed\u751f\u6210\u770b\u8d77\u6765\u50cf\u7ef4\u57fa\u767e\u79d1\u6587\u7ae0\u7684\u8bed\u53e5\u3002<\/p>\n

    \u867d\u7136\u8bed\u610f\u4e0a\u50cf\u662f\u80e1\u8a00\u4e71\u8bed<\/strong>\uff0c\u4f46\u8bed\u6cd5\u548c\u6807\u70b9\u7b26\u53f7\u5927\u90e8\u5206\u662f\u51c6\u786e\u7684\uff0c\u5f15\u53f7\u548c\u62ec\u53f7\u5df2\u7ecf\u80fd\u6210\u5bf9\u51fa\u73b0\uff0c\u4e3b\u8bed\u548c\u52a8\u8bcd\u5f62\u6001\u4e00\u81f4\uff0c\u6bd4\u5982\u8bba\u6587\u4e2d\u7684\u4e00\u6bb5\uff1a<\/p>\n

    \n

    \u751f\u547d\u7684\u610f\u4e49\u662f\u53e4\u4ee3\u4eba\u7c7b\u7e41\u6b96\u7684\u4f20\u7edf\uff1a\u5bf9\u4e8e\u597d\u7537\u5b69\u4ec0\u4e48\u65f6\u5019\u79fb\u9664\u5979\u66f4\u5927\u7684\u6765\u8bf4\uff0c\u5e76\u4e0d\u662f\u5f88\u6709\u5229\u3002\u5728\u8fd9\u4e2a\u8282\u76ee\u7684\u534f\u8bae\u4e2d\uff0c\u51e0\u4e4e\u4e00\u81f4\u5730\u91cd\u65b0\u6d6e\u73b0\u2026\u2026<\/p>\n<\/blockquote>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u5f53\u65f6\u591a\u4f26\u591a\u5927\u5b66\u6821\u520a\u7684\u91c7\u8bbf\u4e2d\uff0cIlya\u8ba4\u4e3a\u8fd9\u5df2\u7ecf\u8d85\u51fa\u4e86\u6240\u6709\u4eba\u7684\u9884\u671f\uff1a<\/p>\n

    \n

    \u5b83\u53d1\u73b0\u4e86\u5355\u8bcd\u7684\u5b58\u5728\uff0c\u4e5f\u53d1\u73b0\u4e86\u8bed\u6cd5\u3002<\/p>\n<\/blockquote>\n

    Hinton\u7406\u667a\u4e0a\u4e5f\u65e0\u6cd5\u53bb\u76f8\u4fe1\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u201c\u7406\u89e3\u201d\u4efb\u4f55\u4e8b\uff0c\u4f46\u5b83\u770b\u8d77\u6765\u5c31\u50cf\u662f\u7406\u89e3\u4e86\u3002<\/p>\n

    \u6bd4\u5982\u7ed9\u5b83\u4e00\u4e2a\u5730\u70b9\u7ec4\u6210\u7684\u5217\u8868\uff0c\u5b83\u53ef\u4ee5\u7ee7\u7eed\u751f\u6210\u5730\u70b9\uff0c\u5c3d\u7ba1\u8fd8\u5206\u4e0d\u51fa\u56fd\u5bb6\u548c\u5dde\u7684\u533a\u522b\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u5f53\u5e74\u7684Ilya\u5e76\u4e0d\u613f\u610f\u8ba8\u8bba\u8fd9\u9879\u5de5\u4f5c\u7684\u6f5c\u5728\u5e94\u7528\u3002<\/p>\n

    \u5728\u7ef4\u57fa\u767e\u79d1\u4e0a\u6210\u529f\u540e\uff0c\u56e2\u961f\u53c8\u5c1d\u8bd5\u4e86\u7ebd\u7ea6\u65f6\u62a5\u6587\u7ae0\u6570\u636e\uff0c\u76ee\u6807\u662f\u6559\u4f1a\u5b83\u6839\u636e\u6587\u5b57\u8bc6\u522b\u4e0d\u540c\u4f5c\u8005\u7684\u8eab\u4efd\u3002<\/p>\n

    \u4f46Ilya\u5df2\u7ecf\u60f3\u5230\u5e76\u627f\u8ba4\uff0c\u5982\u679c\u505a\u7684\u8db3\u591f\u597d\uff0c\u8fd9\u9879\u6280\u672f\u6709\u4e00\u5929\u53ef\u80fd\u6210\u4e3a\u6d17\u7a3f\u8f6f\u4ef6\u7684\u57fa\u7840\u3002<\/p>\n

    \u5982\u4eca\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u4ee3\u7801\u4f9d\u7136\u5b58\u653e\u5728\u591a\u4f26\u591a\u5927\u5b66\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u4f9b\u611f\u5174\u8da3\u7684\u4eba\u7814\u7a76\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n

    \u4e0d\u6b62\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2atoken<\/span><\/h1>\n

    \u540e\u6765\u7684AlexNet\u3001\u5e08\u5f92\u4e09\u4eba\u201c\u62cd\u5356\u201d\u81ea\u5df1\u52a0\u5165\u8c37\u6b4c\u7b49\u5927\u5bb6\u5df2\u719f\u77e5\u7684\u6545\u4e8b\uff0c\u8fd9\u91cc\u5148\u7565\u8fc7\u3002<\/p>\n

    Ilya\u52a0\u5165OpenAI\u540e\uff0c\u867d\u7136\u4e0d\u518d\u4e0eHinton\u5171\u4e8b\uff0c\u4f46\u4e24\u4eba\u7684\u5b66\u672f\u601d\u60f3\u59cb\u7ec8\u5728\u4e00\u6761\u8def\u4e0a\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    ChatGPT\u95ee\u4e16\u540e\uff0c\u4e0d\u5c11\u4eba\u6279\u8bc4\u5927\u6a21\u578b\u672c\u8d28\u4e0a\u53ea\u662f\u7edf\u8ba1\u5b66\uff0c\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u5c31\u50cf\u968f\u673a\u6a21\u4eff\u4eba\u7c7b\u8bf4\u8bdd\u7684\u9e66\u9e49\u3002<\/p>\n

    \u4f46Hinton\u548cIlya\u5e08\u5f92\u4e8c\u4eba\u90fd\u8ba4\u4e3a\uff0c\u8fdc\u4e0d\u6b62\u5982\u6b64\u3002<\/p>\n

    \u5728Hinton\u773c\u4e2d\uff0c\u95ee\u9898\u4e4b\u540e\u7684\u4e0b\u4e00\u4e2atoken\uff0c\u4fbf\u662f\u7b54\u6848\u7684\u7b2c\u4e00\u4e2atoken\u3002<\/strong><\/p>\n

    \u56e0\u6b64\u5b66\u4f1a\u9884\u6d4b\uff0c\u5c31\u610f\u5473\u7740\u5fc5\u987b\u5b66\u4f1a\u7406\u89e3\u95ee\u9898<\/strong>\u3002<\/p>\n

    \u8fd9\u79cd\u7406\u89e3\u7684\u65b9\u5f0f\u4e0e\u4eba\u7c7b\u76f8\u4f3c\uff0c\u540c\u65f6\u4e0e\u8001\u5f0f\u57fa\u4e8e\u4e09\u5143\u7ec4\u6570\u636e\u7684\u81ea\u52a8\u8865\u5168\u6709\u6839\u672c\u4e0d\u540c\u3002<\/p>\n

    \n

    \u4eca\u5929\u6211\u4eec\u73b0\u5728\u5df2\u7ecf\u770b\u5230\u4e86\uff0c\u505a\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4e0d\u523b\u610f\u8bad\u7ec3\u5176\u63a8\u7406\u80fd\u529b\uff0c\u5c31\u4ea7\u751f\u4e86\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

    \u8fd9\u5c31\u662f\u5927\u8111\u5982\u4f55\u5b66\u4e60\uff0c\u4f60\u5728\u9884\u6d4b\u89c6\u89c9\u7684\u4e0b\u4e00\u5e27\u3001\u542c\u89c9\u7684\u4e0b\u4e00\u4e2a\u58f0\u97f3\u3002<\/p>\n<\/blockquote>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    Ilya\u66f4\u662f\u4e0d\u9057\u4f59\u529b\u4f20\u64ad\u8fd9\u5957\u7406\u8bba\uff0c\u5728\u53bb\u5e74\u548c\u82f1\u4f1f\u8fbe\u8001\u9ec4\u7684\u7089\u8fb9\u5bf9\u8bdd\u4e2d\u8bf4\u4e86\u8fd9\u4e2a\uff0c\u5728OpenAI\u5185\u8ba7\u4e24\u5468\u524d\u6700\u540e\u4e00\u4e2a\u516c\u5f00\u91c7\u8bbf\u4e2d\u4e5f\u8bb2\u4e86\u8fd9\u4e2a\uff1a<\/p>\n

    \n

    \u5f53\u6211\u4eec\u8bad\u7ec3\u4e00\u4e2a\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u6765\u51c6\u786e\u9884\u6d4b\u4e92\u8054\u7f51\u4e0a\u8bb8\u591a\u4e0d\u540c\u6587\u672c\u4e2d\u7684\u4e0b\u4e00\u4e2a\u5355\u8bcd\u65f6\uff0c\u6211\u4eec\u6240\u505a\u7684\u5c31\u662f\u5b66\u4e60\u4e00\u4e2a\u4e16\u754c\u6a21\u578b\u3002<\/p>\n

    \u4ece\u8868\u9762\u4e0a\u770b\uff0c\u53ef\u80fd\u53ea\u662f\u5728\u5b66\u4e60\u6587\u672c\u4e2d\u7684\u7edf\u8ba1\u76f8\u5173\u6027\u3002<\/p>\n

    \u4f46\u4e8b\u5b9e\u8bc1\u660e\uff0c\u4e3a\u4e86\u201c\u53ea\u662f\u5b66\u4e60\u201d\u6587\u672c\u4e2d\u7684\u7edf\u8ba1\u76f8\u5173\u6027\uff0c\u4e3a\u4e86\u538b\u7f29\u5b83\u4eec\uff0c\u795e\u7ecf\u7f51\u7edc\u9700\u8981\u5b66\u4e60\u7684\u662f\u6587\u672c\u751f\u6210\u8fc7\u7a0b\u7684\u67d0\u79cd\u8868\u793a<\/strong>\u3002<\/p>\n

    \u6587\u672c\u5b9e\u9645\u4e0a\u662f\u5bf9\u4e16\u754c\u7684\u6295\u5f71<\/strong>\u3002<\/p>\n<\/blockquote>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/p>

    \u5728\u53e6\u4e00\u573a\u91c7\u8bbf\u4e2d\uff0c\u4ed6\u8d70\u7684\u66f4\u8fdc\uff1a<\/p>\n

    \n

    \u5f88\u597d\u5730\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u610f\u5473\u7740\u4e86\u89e3\u521b\u9020\u8be5token\u7684\u6df1\u5c42\u73b0\u5b9e\u3002<\/p>\n

    \u8fd9\u4e0d\u4ec5\u662f\u7edf\u8ba1\u5b66\uff0c\u800c\u662f\u7406\u89e3\u521b\u9020\u4e86\u8fd9\u4e9b\u7edf\u8ba1\u6570\u5b57\u7684\u90a3\u4e2a\u4e16\u754c\u3002<\/p>\n

    \u5982\u679c\u771f\u7684\u5f88\u64c5\u957f\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\uff0c\u5c31\u53ef\u80fd\u6839\u636e\u666e\u901a\u4eba\u5982\u4f55\u884c\u52a8\u7684\u6570\u636e\uff0c\u5916\u63a8\u51fa\u62e5\u6709\u975e\u51e1\u667a\u6167\u548c\u6d1e\u5bdf\u529b\u7684\u4eba\u5982\u4f55\u884c\u52a8<\/strong>\uff0c\u5c3d\u7ba1\u8fd9\u79cd\u4eba\u53ef\u80fd\u5e76\u4e0d\u5b58\u5728\u3002<\/p>\n<\/blockquote>\n

    \u8fd9\u5c31\u662fIlya\u8ba4\u4e3a\u7684\uff0c\u4e3a\u4ec0\u4e48\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u201d\u8303\u5f0f\u6709\u53ef\u80fd\u62b5\u8fbeAGI\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u8d85\u8d8a\u4eba\u7c7b\u76f4\u81f3ASI\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n

    \u9884\u6d4b\u5373\u538b\u7f29\uff0c\u538b\u7f29\u5373\u667a\u80fd<\/span><\/h1>\n

    \u5728\u4e0d\u540c\u573a\u5408\u63d0\u5230\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2aToken\u201d\u65f6\uff0cIlya\u5927\u6982\u7387\u4f1a\u540c\u65f6\u63d0\u5230\u201c\u538b\u7f29\u201d\uff0c\u4ed6\u8ba4\u4e3a\u9884\u6d4b\u5373\u662f\u538b\u7f29\uff0c\u538b\u7f29\u5c31\u662f\u667a\u80fd\u7684\u6765\u6e90\u3002<\/p>\n

    \u4f46Ilya\u603b\u662f\u4ece\u7406\u8bba\u7684\u89d2\u5ea6\u53bb\u89e3\u91ca\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u5e76\u4e0d\u5bb9\u6613\u8ba9\u6240\u6709\u4eba\u90fd\u80fd\u7406\u89e3\u3002<\/strong><\/p>\n

    \u6bd4\u5982\u5728UC Berkley\u7684\u4e00\u573a\u6f14\u8bb2\u4e2d\uff0c\u4ed6\u8fd9\u6837\u89e3\u91ca\uff1a<\/p>\n

    \u2013 \u201cKolmogorov\u538b\u7f29\u5668\u201d\uff0c\u662f\u7406\u8bba\u4e0a\u80fd\u751f\u6210\u7279\u5b9a\u6570\u636e\u96c6\u7684\u3001\u957f\u5ea6\u6700\u77ed\u7684\u4e00\u6bb5\u7a0b\u5e8f\uff0c\u80fd\u6700\u5c0f\u5316\u9057\u61be\u503c\u3002<\/p>\n

    \u2013 \u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff0c\u53ef\u4ee5\u770b\u6210\u5728\u8f6f\u8ba1\u7b97\u673a\uff08\u6bd4\u5982\u5927\u578bTransformer\uff09\u7684\u6743\u91cd\u91cc\uff0c\u641c\u7d22\u9690\u542b\u7684\u201cKolmogorov\u538b\u7f29\u5668\u201d\u3002<\/p>\n

    \u2013 \u795e\u7ecf\u7f51\u7edc\u8d8a\u5927\uff0c\u5c31\u8d8a\u80fd\u66f4\u597d\u7684\u8fd1\u4f3c\u201cKolmogorov\u538b\u7f29\u5668\u201d\uff0c\u9057\u61be\u503c\u8d8a\u4f4e\u3002<\/p>\n

    \"Hinton\u63ed\u79d8Ilya\u6210\u957f\u5386\u7a0b\uff1aScaling<\/div>\n


    <\/strong><\/p>

    Hinton\u4e5f\u8ba4\u540c\u8fd9\u4e2a\u8bf4\u6cd5\uff0c\u5e76\u4e14<\/strong>\u5728\u8bbf\u8c08\u4e2d<\/strong>\u4e3e\u4e86\u975e\u5e38\u5f62\u8c61\u7684\u4f8b\u5b50\u3002<\/strong><\/p>\n

    \n

    \u5927\u6a21\u578b\u505a\u7684\u662f\u5bfb\u627e\u5171\u540c\u7ed3\u6784\uff0c\u4f7f\u7528\u5171\u540c\u7ed3\u6784\u7f16\u7801\u4e8b\u7269\uff0c\u8fd9\u6837\u6548\u7387\u66f4\u9ad8\u3002<\/p>\n<\/blockquote>\n

    \u5982\u679c\u4f60\u95eeGPT-4\u5806\u80a5\u548c\u539f\u5b50\u5f39\u76f8\u4f3c\u6027\u5728\u54ea\uff0c\u5927\u591a\u6570\u4eba\u7c7b\u90fd\u56de\u7b54\u4e0d\u51fa\u6765\uff0c\u8ba4\u4e3a\u5b83\u4eec\u662f\u975e\u5e38\u4e0d\u540c\u7684\u4e24\u79cd\u4e1c\u897f\u3002<\/p>\n

    GPT-4\u4f1a\u544a\u8bc9\u4f60\uff0c\u867d\u7136\u4ed6\u4eec\u7684\u80fd\u91cf\u89c4\u6a21\u4e0d\u540c\uff0c\u65f6\u95f4\u5c3a\u5ea6\u4e0d\u540c\uff0c\u4f46\u4ecd\u6709\u76f8\u540c\u4e4b\u5904\uff1a<\/p>\n

      \n
    • \u5f53\u5806\u80a5\u53d8\u70ed\u65f6\uff0c\u4ea7\u751f\u70ed\u91cf\u7684\u901f\u5ea6\u5c31\u66f4\u5feb\u3002<\/li>\n
    • \u5f53\u539f\u5b50\u5f39\u4ea7\u751f\u66f4\u591a\u4e2d\u5b50\u65f6\uff0c\u4ea7\u751f\u4e2d\u5b50\u7684\u901f\u5ea6\u4e5f\u66f4\u5feb\u3002<\/li>\n<\/ul>\n

      \u901a\u8fc7\u7c7b\u6bd4\uff0cAI\u5c31\u7406\u89e3\u4e86\u201c\u94fe\u5f0f\u53cd\u5e94\u201d\u7684\u6982\u5ff5\u3002<\/p>\n

      Hinton\u8ba4\u4e3a\uff0cAI\u5728\u5229\u7528\u8fd9\u79cd\u7406\u89e3\u53bb\u5c06\u6240\u6709\u4fe1\u606f\u538b\u7f29\u5230\u81ea\u5df1\u7684\u6743\u91cd\u4e2d\u3002<\/p>\n

      \n

      \u4e00\u4f46AI\u8fd9\u6837\u505a\u4e86\uff0c\u90a3\u4e48\u5b83\u5c31\u6709\u80fd\u529b\u7406\u89e3\u6570\u767e\u79cd\u4eba\u7c7b\u8fd8\u672a\u89c1\u8fc7\u7684\u7c7b\u6bd4\uff0c\u8fd9\u5c31\u662f\u521b\u9020\u529b\u7684\u6765\u6e90\u3002<\/p>\n<\/blockquote>\n

      Hinton\u773c\u4e2d\u4ec0\u4e48\u662f\u597d\u5b66\u751f\uff1f<\/span><\/h1>\n

      \u8bf4\u56de\u5230\u4e24\u4eba\u76f8\u9047\u65f6\uff0cHinton\u8c08\u5230\uff0c\u4e0e\u4ed6\u4ea4\u8c08\u6ca1\u591a\u4e45\u5c31\u80fd\u770b\u51fa\u4ed6\u5f88\u806a\u660e\u3002<\/p>\n

      \u518d\u591a\u4ea4\u8c08\u4e00\u4f1a\uff0c\u5c31\u80fd\u53d1\u73b0\u4ed6\u6709\u5f88\u597d\u7684\u76f4\u89c9\uff0c\u800c\u4e14\u64c5\u957f\u6570\u5b66\u3002<\/p>\n

      \u6240\u4ee5\u9009Ilya\u505a\u5b66\u751f\u662f\u975e\u5e38\u5bb9\u6613\u505a\u51fa\u7684\u51b3\u5b9a\u3002<\/p>\n

      \u90a3\u4e48\u5982\u4f55\u6311\u9009\u5176\u4ed6\u5b66\u751f\uff1fHinton\u4e5f\u7528\u4e86Ilya\u6700\u64c5\u957f\u7684\u65b9\u6cd5\uff1a\u8ddf\u7740\u76f4\u89c9\u8d70\u3002<\/p>\n

      \n

      \u5982\u679c\u4e00\u4e2a\u4eba\u8f7b\u4fe1\u522b\u4eba\u544a\u8bc9\u4ed6\u7684\u4e00\u5207\uff0c\u90a3\u5c31\u592a\u81f4\u547d\u4e86\u3002<\/p>\n

      \u4e0d\u8f7b\u4fe1\u4ed6\u4eba\uff0c\u800c\u662f\u5c1d\u8bd5\u5c06\u65b0\u4fe1\u606f\u878d\u5165\u81ea\u5df1\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u6846\u67b6\u4e2d\uff0c\u5982\u679c\u878d\u5165\u4e0d\u8fdb\u53bb\uff0c\u5c31\u62d2\u7edd\uff0c\u8fd9\u662f\u5f88\u597d\u7684\u7b56\u7565\u3002<\/p>\n<\/blockquote>\n

      \u5982\u679c\u8bd5\u56fe\u5438\u6536\u88ab\u544a\u77e5\u7684\u4e00\u5207\uff0c\u6700\u7ec8\u4f1a\u5f97\u5230\u4e00\u4e2a\u975e\u5e38\u6a21\u7cca\u7684\u6846\u67b6\u3002\u76f8\u4fe1\u4e00\u5207\uff0c\u4f46\u662f\u6ca1\u6709\u7528\u5904\u3002<\/p>\n

      \u6240\u4ee5Hinton\u773c\u4e2d\u7684\u597d\u5b66\u751f\uff0c\u5e94\u8be5\u62e5\u6709\u4e00\u4e2a\u575a\u5b9a\u7684\u4e16\u754c\u89c2\uff0c\u5e76\u8bd5\u56fe\u6446\u5f04\u8f93\u5165\u7684\u4e8b\u5b9e\u4ee5\u9002\u5e94\u4f60\u7684\u89c2\u70b9<\/strong>\u3002<\/p>\n

      \n

      \u8fd9\u6837\u867d\u7136\u4e5f\u53ef\u80fd\u9677\u5165\u6df1\u4fe1\u5b97\u6559\u6216\u575a\u6301\u81f4\u547d\u9519\u8bef\uff0c\u4f46\u6211\u8ba4\u4e3a\u8fd9\u79cd\u65b9\u6cd5\u4ecd\u662f\u6b63\u786e\u7684\u3002<\/p>\n<\/blockquote>\n

      \u540e\u6765\u6211\u4eec\u4e5f\u80fd\u770b\u5230\uff0c\u4e24\u4eba\u90fd\u662f\u79c9\u6301\u8fd9\u6837\u7684\u7406\u5ff5\uff0c\u575a\u6301\u7740\u201c\u5927\u6a21\u578b\u4e0d\u6b62\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u201d\uff0c\u575a\u6301\u7740\u201c\u9884\u6d4b\u5373\u538b\u7f29\uff0c\u538b\u7f29\u5373\u667a\u80fd\u201d\u3002<\/p>\n

      \u4ed6\u4eec\u4e5f\u90fd\u575a\u6301\u8ba4\u4e3a\uff0c\u8fd9\u4e2a\u4e16\u754c\u5e94\u8be5\u66f4\u52a0\u91cd\u89c6AI\u5e26\u6765\u7684\u98ce\u9669\uff0c\u4e00\u4e2a\u56e0\u6b64\u79bb\u5f00\u4e86\u5de5\u4f5c10\u5e74\u7684\u8c37\u6b4c\uff0c\u4e00\u4e2a\u56e0\u6b64\u79bb\u5f00\u4e86\u4e00\u624b\u62c9\u626f\u5927\u7684OpenAI\u3002<\/p>\n

      Hinton\u8bbf\u8c08\u5b8c\u6574\u89c6\u9891
      https:\/\/www.youtube.com\/watch?v=tP-4njhyGvo<\/p>\n

      \u53c2\u8003\u94fe\u63a5\uff1a
      [1]https:\/\/x.com\/joelhellermark\/status\/1791398092400390195
      [2] https:\/\/www.cs.utoronto.ca\/~ilya\/pubs\/ilya_sutskever_phd_thesis.pdf
      [3]https:\/\/magazine.utoronto.ca\/people\/students\/ilya-sutskever-google-phd-fellowship\/
      [4]https:\/\/www.utoronto.ca\/news\/u-t-alum-leading-ai-research-1-billion-non-profit-backed-elon-musk
      [5]https:\/\/icml.cc\/2011\/papers\/524_icmlpaper.pdf
      [6]https:\/\/www.nvidia.com\/en-us\/on-demand\/session\/gtcspring23-s52092
      [7]https:\/\/www.youtube.com\/watch?v=Yf1o0TQzry8<\/p>\n

      \u2014 \u5b8c \u2014<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

      \u68a6\u6668 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":2173,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2171","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2171","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=2171"}],"version-history":[{"count":16,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2171\/revisions"}],"predecessor-version":[{"id":2188,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2171\/revisions\/2188"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/2173"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=2171"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=2171"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=2171"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}