{"id":7134,"date":"2026-08-21T15:00:31","date_gmt":"2026-08-21T07:00:31","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/08\/21\/jeff-dean%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%85%ac%e5%bc%80%e8%ae%bf%e8%b0%88%e7%81%ab%e5%8a%9b%e6%9c%89%e7%82%b9%e7%8c%9b%e3%80%82%e3%80%82%e3%80%82\/"},"modified":"2026-08-21T15:00:31","modified_gmt":"2026-08-21T07:00:31","slug":"jeff-dean%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%85%ac%e5%bc%80%e8%ae%bf%e8%b0%88%e7%81%ab%e5%8a%9b%e6%9c%89%e7%82%b9%e7%8c%9b%e3%80%82%e3%80%82%e3%80%82","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/08\/21\/jeff-dean%e7%a6%bb%e8%81%8c%e5%90%8e%e9%a6%96%e6%ac%a1%e5%85%ac%e5%bc%80%e8%ae%bf%e8%b0%88%e7%81%ab%e5%8a%9b%e6%9c%89%e7%82%b9%e7%8c%9b%e3%80%82%e3%80%82%e3%80%82\/","title":{"rendered":"Jeff Dean\u79bb\u804c\u540e\u9996\u6b21\u516c\u5f00\u8bbf\u8c08\u706b\u529b\u6709\u70b9\u731b\u3002\u3002\u3002"},"content":{"rendered":"
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n
\"Jeff<\/div><\/figure>\n

\u8981\u4e0d\u8bf4\u59d0\u592b\u8fd9\u4eba\u8fd8\u662f\u5b9e\u8bda\u5462\uff5e<\/p>\n

\u4ece\u8c37\u6b4c\u79bb\u804c\u540e\u7684\u9996\u6b21\u516c\u5f00\u8bbf\u8c08\u4e5f\u4e0d\u85cf\u7740\u6396\u7740\u4e86\uff0c\u76f4\u63a5\u4e0a\u6f14\u4e86\u573a\u300a\u524d\u5458\u5de5\u9510\u8bc4\u8001\u4e1c\u5bb6\u300b\uff01<\/p>\n

\u5728\u65af\u5766\u798f2026 Frontier&Pioneer Symposium\u4e0a\uff0cJeff Dean\u4e00\u53e3\u6c14\u804a\u5f00\u4e86\u4e0d\u5c11\u8fc7\u53bb\u5f88\u5c11\u516c\u5f00\u5c55\u5f00\u7684\u8bdd\u9898\u2014\u2014<\/p>\n

\u5173\u4e8e\u4e3a\u5565\u79bb\u5f00\u8c37\u6b4c\u3001Gemini\u4e3a\u5565\u4e0d\u884c\u3001\u81ea\u5df1\u7684\u79d1\u7814\u79d8\u8bc0\u3001\u65b0\u516c\u53f8Discovery Loop\u63a5\u4e0b\u6765\u51c6\u5907\u62bc\u6ce8\u4ec0\u4e48\u2026\u2026\u5728\u8bbf\u8c08\u91cc\u5168\u6765\u4e86\u4e2a\u4e00\u5410\u4e3a\u5feb\u3002<\/p>\n

\u6574\u573a\u8bbf\u8c08\u542c\u4e0b\u6765\uff0c\u4fe1\u606f\u5bc6\u5ea6\u53ef\u4ee5\u8bf4\u662f\u76f8\u5f53\u9ad8\uff0c\u59d0\u592b\u8fd9\u6b21\u7ed9\u51fa\u7684\u51e0\u4e2a\u6838\u5fc3\u5224\u65ad\uff0c\u6211\u4e5f\u5e2e\u5927\u5bb6\u6d45\u6d45\u603b\u7ed3\u4e86\u4e00\u4e0b\u2014\u2014<\/p>\n

\u4ee5\u4e0b\u4e3a\u672c\u6b21\u8bbf\u8c08\u7684\u91cd\u70b9\u5185\u5bb9\u5b9e\u5f55\uff0c\u56f4\u7ed5\u6838\u5fc3\u89c2\u70b9\u505a\u4e86\u6458\u9009\u6574\u7406\uff0c\u90e8\u5206\u6587\u5b57\u5728\u4e0d\u6539\u53d8\u539f\u610f\u7684\u57fa\u7840\u4e0a\u505a\u4e86\u9002\u5ea6\u5220\u6539\uff5e<\/p>\n

Q\uff1a\u56de\u5934\u770bGemini\u7684\u5f00\u53d1\u8fc7\u7a0b\uff0c\u6700\u8ba9\u4f60\u610f\u5916\u7684\u662f\u4ec0\u4e48\uff1f\u6709\u54ea\u4e9b\u7ecf\u9a8c\u80fd\u591f\u5f71\u54cd\u4e0b\u4e00\u4ee3AI\u7cfb\u7edf\uff1f<\/p>\n

Jeff Dean\uff1aGemini\u5176\u5b9e\u662fGoogle\u5185\u90e8\u51e0\u4e2a\u66f4\u65e9\u7814\u7a76\u9879\u76ee\u6700\u7ec8\u6c47\u5408\u7684\u7ed3\u679c\u2014\u2014<\/p>\n

\u5305\u62ec\u539f\u6765\u7684DeepMind\u3001Google Brain\uff0c\u4ee5\u53caGoogle Research\u5176\u4ed6\u56e2\u961f\u7684\u4e00\u4e9b\u5de5\u4f5c\u3002<\/p>\n

\u5f53\u65f6\u6211\u4eec\u9010\u6e10\u610f\u8bc6\u5230\uff0c\u5927\u5bb6\u5176\u5b9e\u90fd\u5728\u671d\u975e\u5e38\u76f8\u4f3c\u7684\u65b9\u5411\u8d70\u3002<\/p>\n

\u6bd4\u5982\u4e0d\u65ad\u6269\u5927\u6a21\u578b\u89c4\u6a21\uff0c\u540c\u65f6\u4e5f\u6709\u51e0\u652f\u56e2\u961f\u5404\u81ea\u5728\u7814\u7a76\u600e\u4e48\u8ba9\u8bed\u8a00\u6a21\u578b\u62e5\u6709\u591a\u6a21\u6001\u80fd\u529b\uff0c\u8ba9\u5b83\u80fd\u591f\u7406\u89e3\u56fe\u50cf\u4e4b\u7c7b\u7684\u4fe1\u606f\u3002<\/p>\n

\u6240\u4ee5\u5f53\u65f6\u6211\u5199\u4e86\u4e00\u4efd\u4e00\u9875\u7eb8\u7684Memo\uff0c\u6211\u5c31\u60f3\uff0c\u8fd9\u6837\u5404\u81ea\u505a\u5404\u81ea\u7684\u6709\u70b9\u50bb\uff0c\u6211\u4eec\u5e94\u8be5\u76f4\u63a5\u4e00\u8d77\u505a\u3002<\/p>\n

\u628a\u5927\u5bb6\u7684\u4eba\u3001\u60f3\u6cd5\u548c\u7b97\u529b\u8d44\u6e90\u90fd\u6574\u5408\u8d77\u6765\uff0c\u8bad\u7ec3\u4e00\u4e2a\u4ece\u4e00\u5f00\u59cb\u5c31\u5177\u5907\u591a\u6a21\u6001\u80fd\u529b\u7684\u6a21\u578b\uff0c\u628aGoogle\u5185\u90e8\u591a\u4e2a\u7814\u7a76\u7ec4\u7ec7\u91cc\u6700\u4f18\u79c0\u7684\u4eba\u805a\u5230\u4e00\u8d77\u3002<\/p>\n

\u540e\u6765\u6211\u548cOriol Vinyals\u4e00\u8d77\u53d1\u8d77\u4e86Gemini\u9879\u76ee\uff0c\u62c5\u4efb\u6700\u521d\u7684\u8054\u5408\u6280\u672f\u8d1f\u8d23\u4eba\uff0c\u628a\u8fd9\u4e9b\u56e2\u961f\u771f\u6b63\u805a\u4e86\u8d77\u6765\u3002<\/p>\n

\u73b0\u5728\u56de\u5934\u770b\uff0c\u4ece\u4e00\u5f00\u59cb\u5c31\u8ba9\u6a21\u578b\u5177\u5907\u591a\u6a21\u6001\u80fd\u529b\uff0c\u662f\u4e00\u4e2a\u975e\u5e38\u6210\u529f\u7684\u51b3\u5b9a\u3002<\/p>\n

\u56e0\u4e3a\u5982\u679c\u4f60\u6700\u7ec8\u5e0c\u671b\u4e00\u4e2a\u6a21\u578b\u80fd\u591f\u7528\u4e8e\u5404\u79cd\u4e8b\u60c5\uff0c\u5b83\u5c31\u5e94\u8be5\u540c\u65f6\u7406\u89e3\u6587\u672c\u3001\u8bed\u8a00\u3001\u4ee3\u7801\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\uff0c\u4ee5\u53ca\u5176\u4ed6\u6a21\u6001\u3002<\/p>\n

\u6211\u4eec\u5f53\u65f6\u751a\u81f3\u5728\u8bad\u7ec3\u6570\u636e\u91cc\u653e\u4e86\u4e00\u70b9LiDAR\u6570\u636e\uff0c\u81f3\u5c11\u8ba9\u6a21\u578b\u77e5\u9053LiDAR\u8fd9\u79cd\u6570\u636e\u5f62\u5f0f\u7684\u5b58\u5728\uff0c\u56e0\u4e3a\u4e4b\u540e\u8fdb\u4e00\u6b65\u8bad\u7ec3Gemini\u65f6\uff0c\u5b83\u4e5f\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n

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\u540e\u6765\u6211\u4eec\u610f\u8bc6\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u4e5f\u4e00\u76f4\u5728\u52aa\u529b\u8ffd\u8d76\uff0c\u73b0\u5728\u5df2\u7ecf\u6709\u4e00\u4e9b\u5f88\u4e0d\u9519\u7684\u5de5\u4f5c\u5728\u63a8\u8fdb\u3002<\/p>\n

\u800c\u4e14\u6211\u89c9\u5f97Coding\u5176\u5b9e\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u80fd\u529b\u3002<\/p>\n

\u5f53\u4f60\u4e13\u95e8\u53bb\u63d0\u5347\u6a21\u578b\u7684Coding\u80fd\u529b\u65f6\uff0c\u6700\u540e\u5f80\u5f80\u4f1a\u5f97\u5230\u4e00\u4e2a\u66f4\u5584\u4e8e\u63a8\u7406\u7684\u7cfb\u7edf\uff0c\u56e0\u4e3a\u5199\u4ee3\u7801\u672c\u8eab\u5c31\u8981\u6c42\u6a21\u578b\u80fd\u591f\u4e00\u6b65\u4e00\u6b65\u5904\u7406\u95ee\u9898\uff0c\u628a\u4e00\u4e2a\u590d\u6742\u7684\u95ee\u9898\u62c6\u6210\u591a\u4e2a\u5b50\u95ee\u9898\uff0c\u518d\u9010\u4e2a\u89e3\u51b3\u3002<\/p>\n

\u6240\u4ee5\u5f53Coding\u80fd\u529b\u5f97\u5230\u63d0\u5347\u4ee5\u540e\uff0c\u8fd9\u79cd\u80fd\u529b\u901a\u5e38\u4e5f\u4f1a\u8fc1\u79fb\u5230\u5f88\u591a\u975eCoding\u4efb\u52a1\u91cc\u3002<\/p>\n

Q\uff1a\u56de\u5934\u770bTensorFlow\uff0c\u5f53\u65f6\u6709\u54ea\u4e9b\u8bbe\u8ba1\u662f\u4f60\u4eca\u5929\u4f1a\u91cd\u65b0\u8003\u8651\u7684\uff1f\u5982\u679c\u73b0\u5728\u91cd\u65b0\u505a\u4e00\u6b21\uff0c\u54ea\u4e9b\u5730\u65b9\u4f1a\u505a\u5f97\u4e0d\u4e00\u6837\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u89c9\u5f97\u6211\u4eec\u5f53\u65f6\u6709\u51e0\u4ef6\u4e8b\u60c5\u786e\u5b9e\u505a\u5f97\u4e0d\u592a\u5bf9\u3002<\/p>\n

\u7b2c\u4e00\uff0c\u6700\u5f00\u59cb\u6ca1\u6709\u52a0\u5165Eager Execution\u8fd9\u79cd\u6a21\u5f0f\u3002<\/p>\n

\u540e\u6765\u8fd9\u79cd\u65b9\u5f0f\u5728PyTorch\u548cJAX\u8fd9\u6837\u7684\u6846\u67b6\u91cc\u53d8\u5f97\u5f88\u6d41\u884c\uff0cTensorFlow\u540e\u6765\u4e5f\u628a\u5b83\u52a0\u4e86\u8fdb\u6765\uff0c\u6211\u89c9\u5f97\u8fd9\u5176\u5b9e\u8ba9\u6574\u4e2a\u62bd\u8c61\u53d8\u5f97\u66f4\u597d\u4e86\u3002<\/p>\n

\u53e6\u5916\u4e00\u4e2a\u95ee\u9898\uff0c\u662f\u6211\u4eec\u5f00\u6e90TensorFlow\u7684\u65f6\u5019\u5efa\u4e86\u4e00\u4e2a\u53ebcontrib\u7684\u5b50\u76ee\u5f55\uff0c\u5141\u8bb8\u5f88\u591a\u5916\u90e8\u5f00\u53d1\u8005\u5f80\u91cc\u9762\u8d21\u732e\u5404\u79cd\u8f85\u52a9\u5e93\u548c\u4e0d\u540c\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n

\u540e\u6765\u8fd9\u7ed9\u793e\u533a\u5e26\u6765\u4e86\u633a\u5927\u7684\u56f0\u60d1\uff0c\u56e0\u4e3a\u6162\u6162\u5c31\u53d8\u6210\u4e86\u540c\u4e00\u4ef6\u4e8b\u60c5\u53ef\u80fd\u6709\u5341\u79cd\u4e0d\u540c\u7684\u505a\u6cd5\uff0c\u4f60\u5230\u5e95\u8be5\u7528\u54ea\u4e00\u79cd\uff0c\u53d6\u51b3\u4e8e\u4f60\u7528\u4e86contrib\u91cc\u7684\u54ea\u4e2a\u5b50\u76ee\u5f55\u3001\u54ea\u4e2a\u5e93\u3002<\/p>\n

\u73b0\u5728\u56de\u5934\u770b\uff0c\u6211\u4eec\u5f53\u65f6\u5176\u5b9e\u5e94\u8be5\u8ba9TensorFlow\u6838\u5fc3\u4fdd\u6301\u66f4\u7b80\u6d01\uff0c\u628a\u8fd9\u4e9b\u4e1c\u897f\u4f5c\u4e3a\u5efa\u7acb\u5728\u6838\u5fc3\u4e4b\u4e0a\u7684\u5916\u90e8\u5e93\u3002<\/p>\n

\u5982\u679c\u4eca\u5929\u91cd\u65b0\u505a\u4e00\u6b21\uff0c\u6211\u4eec\u4e0d\u4f1a\u518d\u8fd9\u4e48\u8bbe\u8ba1\u3002<\/p>\n

\u5f53\u7136\uff0cTensorFlow\u6574\u4f53\u4e0a\u8fd8\u662f\u5e2e\u52a9\u4e86\u5f88\u591a\u4eba\u771f\u6b63\u5f00\u59cb\u63a5\u89e6\u673a\u5668\u5b66\u4e60\uff0c\u4e5f\u8ba9\u5927\u5bb6\u53ef\u4ee5\u7528\u4e00\u5957\u5171\u540c\u6846\u67b6\u53bb\u89e3\u51b3\u81ea\u5df1\u5173\u5fc3\u7684\u95ee\u9898\uff0c\u8fd9\u4e00\u70b9\u6211\u89c9\u5f97\u662f\u5f88\u6709\u4ef7\u503c\u7684\u3002<\/p>\n

Q\uff1a\u4f60\u4e3a\u4ec0\u4e48\u9009\u62e9\u79bb\u5f00\u8c37\u6b4c\u521b\u4e1a\uff1f\u76f8\u6bd4\u5927\u516c\u53f8\uff0c\u5c0f\u56e2\u961f\u5728\u505a\u524d\u6cbfAI\u7814\u7a76\u4e0a\u6709\u4ec0\u4e48\u4f18\u52bf\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u5176\u5b9e\u975e\u5e38\u559c\u6b22\u81ea\u5df1\u5728\u8c37\u6b4c\u5ea6\u8fc7\u7684\u8fd9\u4e9b\u5e74\uff0c\u6211\u5728\u90a3\u91cc\u5de5\u4f5c\u4e8627\u5e74\uff0c\u6709\u5f88\u591a\u975e\u5e38\u68d2\u7684\u540c\u4e8b\u3002<\/p>\n

\u6240\u4ee5\u6211\u89c9\u5f97\u8c37\u6b4c\u73b0\u5728\u7684\u72b6\u6001\u5f88\u597d\uff0c\u4ed6\u4eec\u4e5f\u6709\u81ea\u5df1\u7684\u8ba1\u5212\uff0c\u4f1a\u7ee7\u7eed\u628aGemini\u6a21\u578b\u505a\u5f97\u975e\u5e38\u51fa\u8272\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u81ea\u5df1\u4e5f\u5f88\u671f\u5f85\u51fa\u53bb\u505a\u73b0\u5728\u8fd9\u4ef6\u4e8b\u60c5\u3002<\/p>\n

\u6709\u65f6\u5019\uff0c\u4e00\u4e2a\u975e\u5e38\u4e13\u6ce8\u7684\u5c0f\u516c\u53f8\uff0c\u6240\u6709\u4eba\u90fd\u56f4\u7ed5\u540c\u4e00\u4e2a\u4f7f\u547d\u5de5\u4f5c\uff0c\u8fd9\u79cd\u72b6\u6001\u672c\u8eab\u5c31\u5f88\u6709\u5438\u5f15\u529b\u3002<\/p>\n

\u800c\u4e14\u4eca\u5929\u7684\u6761\u4ef6\u5df2\u7ecf\u548c\u4ee5\u524d\u5f88\u4e0d\u4e00\u6837\u4e86\uff0c\u4e91\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c\u4ee5\u53ca\u5404\u79cd\u4e91\u5e73\u53f0\u4e0a\u5927\u89c4\u6a21\u673a\u5668\u5b66\u4e60\u7b97\u529b\u7684\u90e8\u7f72\uff0c\u8ba9\u4e00\u4e2a\u5f88\u5c0f\u7684\u56e2\u961f\u4e5f\u53ef\u4ee5\u7b79\u5230\u4e00\u7b14\u94b1\uff0c\u7136\u540e\u76f4\u63a5\u4f7f\u7528\u8fd9\u4e9b\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0d\u9700\u8981\u81ea\u5df1\u4ece\u5934\u628a\u6574\u5957\u4e1c\u897f\u5efa\u8d77\u6765\u3002<\/p>\n

\u6240\u4ee5\u5982\u679c\u4e00\u5c0f\u7fa4\u4eba\u6709\u4e00\u4e2a\u68a6\u60f3\u3001\u4e00\u4e2a\u613f\u666f\uff0c\u6216\u8005\u6709\u4e00\u4e2a\u81ea\u5df1\u7279\u522b\u60f3\u63a2\u7d22\u7684\u65b9\u5411\uff0c\u73b0\u5728\u5b8c\u5168\u53ef\u4ee5\u5728\u4e00\u4e2a\u89c4\u6a21\u5f88\u5c0f\u7684\u7ec4\u7ec7\u91cc\u53bb\u505a\u3002<\/p>\n

\u6211\u4eec\u53ef\u4ee5\u4f9d\u8d56\u8c37\u6b4c\u6216\u8005\u5176\u4ed6\u4e91\u670d\u52a1\u5546\uff0c\u8ba9\u4ed6\u4eec\u627f\u62c5\u5f88\u591a\u91cd\u57fa\u7840\u8bbe\u65bd\u7684\u5de5\u4f5c\u3002<\/p>\n

\u5bf9\u6211\u4eec\u6765\u8bf4\uff0c\u73b0\u5728\u4f5c\u4e3a\u4e00\u5bb6\u5c0f\u516c\u53f8\uff0c\u6700\u4ee4\u4eba\u5174\u594b\u7684\u4e00\u70b9\uff0c\u5c31\u662f\u53ef\u4ee5\u975e\u5e38\u4e13\u6ce8\u5730\u53bb\u505a\u79d1\u5b66\u548c\u5de5\u7a0b\u81ea\u52a8\u5316\u3002<\/p>\n

\u5766\u7387\u8bb2\uff0c\u8fd9\u4ef6\u4e8b\u60c5\u6211\u4eec\u5927\u6982\u4e5f\u53ef\u4ee5\u7559\u5728\u8c37\u6b4c\u5185\u90e8\u505a\u3002<\/p>\n

\u4f46\u5982\u679c\u53ea\u6709\u5927\u698210\u4e2a\u4eba\uff0c\u5927\u5bb6\u5750\u5728Palo Alto\u67d0\u4e2a\u529e\u516c\u5ba4\u91cc\uff0c\u6240\u6709\u4eba\u90fd\u53ea\u4e13\u6ce8\u4e8e\u8fd9\u4e00\u4ef6\u4e8b\u60c5\uff0c\u90a3\u4e48\u5f88\u591a\u5927\u578b\u7ec4\u7ec7\u91cc\u90a3\u4e9b\u8f7b\u5fae\u7684\u5e72\u6270\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u7ed5\u8fc7\u53bb\u3002<\/p>\n

\u5f53\u7136\uff0c\u5927\u516c\u53f8\u4e5f\u6709\u5f88\u591a\u5f88\u68d2\u7684\u5730\u65b9\uff0c\u6211\u8fd9\u4e9b\u5e74\u5728\u8c37\u6b4c\u5efa\u7acb\u4e86\u5f88\u591a\u5f88\u6df1\u7684\u53cb\u8c0a\uff0c\u4e5f\u4ece\u5927\u578b\u516c\u53f8\u80fd\u591f\u63d0\u4f9b\u7684\u8d44\u6e90\u548c\u652f\u6301\u4e2d\u53d7\u76ca\u5f88\u591a\u3002<\/p>\n

\u6240\u4ee5\u73b0\u5728\u79bb\u5f00\u8fd9\u4e9b\u652f\u6301\uff0c\u786e\u5b9e\u4f1a\u7a0d\u5fae\u8ba9\u4eba\u6709\u70b9\u7d27\u5f20\uff0c\u540c\u65f6\uff0c\u4e5f\u975e\u5e38\u4ee4\u4eba\u5174\u594b\u3002<\/p>\n

Q\uff1a\u6700\u8fd1\u5927\u5bb6\u8d8a\u6765\u8d8a\u591a\u5730\u8ba8\u8bba\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff0cAI\u7cfb\u7edf\u80fd\u4e0d\u80fd\u6301\u7eed\u5b66\u4e60\u5982\u4f55\u6539\u5584\u81ea\u5df1\uff0c\u751a\u81f3\u8fdb\u4e00\u6b65\u52a0\u5febAI\u53d1\u5c55\u7684\u901f\u5ea6\uff1f\u4f60\u600e\u4e48\u770b\u8fd9\u4ef6\u4e8b\uff1f<\/p>\n

Jeff Dean\uff1a\u7528\u673a\u5668\u5b66\u4e60\u6765\u6539\u5584\u673a\u5668\u5b66\u4e60\uff0c\u5176\u5b9e\u5df2\u7ecf\u63a2\u7d22\u5f88\u591a\u5e74\u4e86\u3002<\/p>\n

\u50cf\u6211\u7684\u8054\u5408\u521b\u59cb\u4ebaQuoc Le\uff0c\u5f88\u65e9\u5c31\u5728\u505aNeural Architecture Search\uff1a\u8ba9\u4e00\u4e2a\u6a21\u578b\u81ea\u52a8\u751f\u6210\u6a21\u578b\u67b6\u6784\uff0c\u518d\u6839\u636e\u5b66\u4e60\u901f\u5ea6\u3001\u8bad\u7ec3\u6210\u672c\u7b49\u6307\u6807\u4e0d\u65ad\u83b7\u5f97\u53cd\u9988\uff0c\u9010\u6e10\u627e\u5230\u66f4\u597d\u7684\u8bbe\u8ba1\u3002<\/p>\n

\u540e\u6765\u4ed6\u4eec\u8fd8\u505a\u4e86Evolved Transformer\uff0c\u901a\u8fc7\u8fdb\u5316\u7b97\u6cd5\u91cd\u65b0\u7ec4\u5408Transformer\u7ec4\u4ef6\uff0c\u6700\u7ec8\u627e\u5230\u7684\u67b6\u6784\u6548\u7387\u6bd4\u6807\u51c6Transformer\u9ad8\u4e86\u5927\u7ea630%\u3002<\/p>\n

\u6240\u4ee5\u6211\u4e00\u76f4\u89c9\u5f97\uff0c\u8ba9AI\u53c2\u4e0e\u6539\u8fdbAI\u672c\u8eab\uff0c\u662f\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u65b9\u5411\u3002<\/p>\n

\u9012\u5f52\u81ea\u6211\u6539\u8fdb\u771f\u6b63\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u662f\u600e\u6837\u8ba9\u6784\u5efa\u4e00\u4e2a\u6a21\u578b\u6240\u9700\u8981\u7684\u6574\u5957\u4e1c\u897f\uff0c\u90fd\u80fd\u591f\u901a\u8fc7\u81ea\u52a8\u5316\u65b9\u5f0f\u6301\u7eed\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n

\u4eca\u5929\u901a\u5e38\u4f1a\u6709\u4e00\u6574\u4e2a\u56e2\u961f\u7684\u4eba\u53bb\u7814\u7a76\uff0c\u4ec0\u4e48\u6570\u636e\u6700\u6709\u52a9\u4e8e\u63d0\u5347\u6a21\u578b\u8d28\u91cf\uff0c\u9700\u8981\u4ec0\u4e48\u6837\u7684Eval\u53bb\u8bc4\u4ef7\u6a21\u578b\uff0c\u5e94\u8be5\u9009\u62e9\u4ec0\u4e48\u6837\u7684\u6a21\u578b\u67b6\u6784\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u73af\u8282\u672a\u6765\u5b8c\u5168\u53ef\u4ee5\u5f62\u6210\u975e\u5e38\u6709\u6548\u7684\u81ea\u52a8\u5316Loop\uff0c\u6bcf\u4e00\u4e2a\u90e8\u5206\u90fd\u6301\u7eed\u4f18\u5316\uff0c\u518d\u628a\u8fd9\u4e9b\u7ed3\u679c\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u6700\u7ec8\u6539\u5584\u6a21\u578b\u6574\u4f53\u7684\u80fd\u529b\u3001\u8d28\u91cf\u4ee5\u53ca\u6570\u636e\u7ec4\u5408\u3002<\/p>\n

\u5176\u5b9e\u4f60\u4ed4\u7ec6\u89c2\u5bdf\u5f88\u591a\u73b0\u4ee3\u79d1\u5b66\u548c\u5de5\u7a0b\u95ee\u9898\uff0c\u4f1a\u53d1\u73b0\u5b83\u4eec\u90fd\u6709\u7c7b\u4f3c\u7684\u7ed3\u6784\u3002<\/p>\n

\u5148\u6709\u4e00\u4e2a\u5927\u95ee\u9898\uff0c\u7136\u540e\u628a\u5b83\u62c6\u6210\u5f88\u591a\u5b50\u95ee\u9898\uff0c\u9488\u5bf9\u4e00\u4e2a\u5b50\u95ee\u9898\u60f3\u51fa\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u628a\u8fd9\u4e2a\u65b9\u6848\u5b9e\u73b0\u51fa\u6765\uff0c\u771f\u6b63\u8fd0\u884c\u4e00\u6b21\u5b9e\u9a8c\uff0c\u518d\u8bc4\u4ef7\u5b83\u7a76\u7adf\u6548\u679c\u600e\u4e48\u6837\u3002<\/p>\n

\u63a5\u7740\u628a\u5b9e\u9a8c\u5f97\u5230\u7684\u7ed3\u679c\u53cd\u9988\u56de\u53bb\uff0c\u7528\u8fd9\u4e9b\u53cd\u9988\u51b3\u5b9a\uff1a\u4e0b\u4e00\u6b21\u5e94\u8be5\u505a\u4ec0\u4e48\u5b9e\u9a8c\u3002<\/p>\n

\u8fd9\u5176\u5b9e\u5c31\u662f\u6700\u57fa\u672c\u7684\u79d1\u5b66\u65b9\u6cd5\uff0c\u5de5\u7a0b\u8bbe\u8ba1\u540c\u6837\u5982\u6b64\uff0c\u4f60\u4e0d\u65ad\u8fed\u4ee3\u81ea\u5df1\u7684\u8bbe\u8ba1\uff0c\u518d\u6bd4\u8f83\u4e0d\u540c\u65b9\u6848\u7684\u5404\u79cd\u5c5e\u6027\u3002<\/p>\n

\u800c\u6211\u4eec\u60f3\u505a\u7684\uff0c\u5c31\u662f\u628a\u8fd9\u6837\u4e00\u6574\u4e2aLoop\u8d8a\u6765\u8d8a\u81ea\u52a8\u5316\u3002<\/p>\n

Q\uff1a\u4f60\u521a\u624d\u8c08\u5230\u4e86\u9012\u5f52\u81ea\u6211\u6539\u8fdb\uff0c\u8fd9\u4f3c\u4e4e\u4e5f\u548c\u4f60\u521a\u521a\u6210\u7acb\u7684\u65b0\u516c\u53f8\u6709\u5173\u3002\u4f60\u4eec\u5177\u4f53\u60f3\u505a\u4ec0\u4e48\uff1f<\/p>\n

Jeff Dean\uff1a\uff1a\u6211\u4eec\u65b0\u516c\u53f8Discovery Loop\u80cc\u540e\u7684\u60f3\u6cd5\uff0c\u5c31\u662f\u5e0c\u671b\u628a\u673a\u5668\u5b66\u4e60\u3001\u79d1\u5b66\u548c\u5de5\u7a0b\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u63d0\u9ad8\u5f88\u591a\u4e0d\u540c\u9886\u57df\u4ea7\u751f\u79d1\u5b66\u53d1\u73b0\u7684\u901f\u5ea6\u3002<\/p>\n

\u4e00\u5f00\u59cb\uff0c\u6211\u4eec\u80af\u5b9a\u4f1a\u5148\u805a\u7126\u5728\u5c11\u6570\u51e0\u4e2a\u9886\u57df\uff0c\u56e0\u4e3a\u65e9\u671f\u4fdd\u6301\u4e00\u5b9a\u7684\u4e13\u6ce8\u5f88\u91cd\u8981\u3002<\/p>\n

\u4f46\u6211\u4eec\u8ba4\u4e3a\uff0c\u4e0d\u540c\u9886\u57df\u4e4b\u95f4\u5176\u5b9e\u5b58\u5728\u5f88\u591a\u53ef\u4ee5\u590d\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u901a\u7528\u6280\u672f\u3002<\/p>\n

\u800c\u4e14\uff0c\u5982\u679c\u80fd\u591f\u6784\u5efa\u51fa\u771f\u6b63\u7406\u89e3\u5f88\u591a\u4e0d\u540c\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\u7684\u6a21\u578b\uff0c\u4f60\u5c31\u6709\u53ef\u80fd\u8ba9\u4e00\u4e2a\u6a21\u578b\u540c\u65f6\u62e5\u6709\u5f88\u591a\u9886\u57df\u63a5\u8fd1PhD\u7ea7\u522b\u7684\u4e13\u4e1a\u80fd\u529b\u3002<\/p>\n

\u6ca1\u6709\u54ea\u4e2a\u4eba\u7c7b\u80fd\u591f\u540c\u65f6\u62e5\u670920\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n

\u4f46\u5982\u679c\u6a21\u578b\u5177\u5907\u8fd9\u6837\u7684\u80fd\u529b\uff0c\u5b83\u5c31\u53ef\u4ee5\u5224\u65ad\u4e00\u4e2a\u5927\u95ee\u9898\u91cc\u771f\u6b63\u91cd\u8981\u7684\u5b50\u95ee\u9898\u662f\u4ec0\u4e48\uff0c\u7136\u540e\u8c03\u5ea6Agent\u548cMulti-Agent\u7cfb\u7edf\u5206\u522b\u89e3\u51b3\u8fd9\u4e9b\u5b50\u95ee\u9898\u3002<\/p>\n

\u518d\u628a\u5404\u4e2a\u5b50\u95ee\u9898\u7684\u7ed3\u679c\u91cd\u65b0\u7ec4\u5408\u8d77\u6765\uff0c\u5f62\u6210\u6574\u4e2a\u5927\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u6301\u7eed\u91cd\u590d\u8fd9\u6837\u7684\u5faa\u73af\u3002<\/p>\n

\u6211\u4eec\u8fd8\u5e0c\u671b\u628a\u8fd9\u4e2a\u5faa\u73af\u672c\u8eab\u8dd1\u5f97\u8d8a\u6765\u8d8a\u5feb\uff0c\u901a\u8fc7\u6784\u5efa\u5408\u9002\u7684\u5de5\u5177\uff0c\u8ba9\u7cfb\u7edf\u80fd\u591f\u975e\u5e38\u5feb\u5730\u5b9e\u73b0\u4e00\u4e2a\u5b9e\u9a8c\uff0c\u6216\u8005\u8bc4\u4ef7\u4e00\u6b21\u5b9e\u9a8c\u3002<\/p>\n

\u8fd9\u6837\u8fc7\u53bb\u9700\u8981\u4e00\u5929\u751a\u81f3\u4e00\u5468\u624d\u80fd\u5b8c\u6210\u7684\u4e00\u8f6e\u5b9e\u9a8c\uff0c\u672a\u6765\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u5206\u949f\u6216\u8005\u4e00\u4e2a\u5c0f\u65f6\u3002<\/p>\n

\u4e0d\u4ec5\u5982\u6b64\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u540c\u65f6\u8fd0\u884c\u6210\u5343\u4e0a\u4e07\u6b21\u5b9e\u9a8c\uff0c\u4ece\u8fd9\u4e9b\u5b9e\u9a8c\u91cc\u83b7\u5f97\u53cd\u9988\uff0c\u518d\u5229\u7528\u8fd9\u4e9b\u53cd\u9988\u5224\u65ad\u4e0b\u4e00\u6279\u5b9e\u9a8c\u5e94\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n

\u6240\u4ee5\u6211\u4eec\u5e0c\u671b\u540c\u65f6\u63d0\u9ad8\u4e24\u4ef6\u4e8b\u60c5\uff1a\u5b9e\u9a8c\u8fd0\u884c\u7684\u901f\u5ea6\uff0c\u4ee5\u53ca\u5b9e\u9a8c\u672c\u8eab\u7684\u8d28\u91cf\u3002<\/p>\n

\u5982\u679c\u8fd9\u4e24\u4ef6\u4e8b\u90fd\u80fd\u6301\u7eed\u63d0\u5347\uff0c\u6211\u89c9\u5f97\u6700\u7ec8\u4f1a\u4ea7\u751f\u4e00\u4e9b\u975e\u5e38\u60ca\u4eba\u7684\u4e1c\u897f\uff5e<\/p>\n

Q\uff1a\u4f60\u662f\u600e\u4e48\u5224\u65ad\u4e00\u9879\u6280\u672f\u662f\u771f\u6b63\u5177\u6709\u57fa\u7840\u6027\u4ef7\u503c\u8fd8\u662f\u53ea\u662f\u5f53\u4e0b\u6bd4\u8f83\u6d41\u884c\uff1f\u6709\u6ca1\u6709\u4ec0\u4e48\u4e00\u76f4\u6ca1\u53d8\u7684\u7814\u7a76\u548c\u5de5\u7a0b\u539f\u5219\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u7ecf\u5e38\u8ddf\u5b66\u751f\u8bf4\uff1a\u4e0e\u5176\u975e\u5e38\u4ed4\u7ec6\u5730\u8bfb\u5b8c\u4e00\u7bc7\u8bba\u6587\uff0c\u6709\u65f6\u5019\u5feb\u901f\u6d4f\u89c810\u7bc7\u8bba\u6587\u53cd\u800c\u66f4\u597d\u3002<\/p>\n

\u56e0\u4e3a\u8fd9\u6837\u4e00\u6765\uff0c\u4f60\u8111\u5b50\u91cc\u4f1a\u591a\u51fa10\u4e2a\u5173\u4e8e\u201c\u4ec0\u4e48\u4e8b\u60c5\u53ef\u80fd\u5f00\u59cb\u53d8\u5f97\u53ef\u884c\u201d\u7684\u70b9\uff0c\u751a\u81f3\u53ef\u4ee5\u5feb\u901f\u626b100\u7bc7\u8bba\u6587\u6458\u8981\u3002<\/p>\n

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10\u79d2\u548c100\u5e74\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u4e8b\u60c5\u3002<\/p>\n

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Q\uff1a\u4f60\u600e\u4e48\u770bAI\u80fd\u529b\u5728\u7f51\u7edc\u5b89\u5168\u9886\u57df\u7684\u5feb\u901f\u63d0\u5347\uff1f<\/p>\n

Jeff Dean\uff1a\u6211\u89c9\u5f97\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u88ab\u7528\u4e8e\u5f88\u591a\u4e0d\u540c\u7684\u4e8b\u60c5\uff0c\u5c31\u50cf\u5176\u4ed6\u5f88\u591a\u6280\u672f\u4e00\u6837\u3002<\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1a<\/p>\n

[1]https:\/\/www.youtube.com\/watch?v=0kC3xOZChdA&t=2s<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u4ece\u8c37\u6b4c\u79bb\u804c\u540e\u7684\u9996\u6b21\u516c\u5f00\u8bbf\u8c08\u4e5f\u4e0d\u85cf\u7740\u6396\u7740\u4e86\uff0c\u76f4\u63a5\u4e0a\u6f14\u4e86\u573a\u300a\u524d\u5458\u5de5\u9510\u8bc4\u8001\u4e1c\u5bb6\u300b\uff01<\/p>\n

\u5728\u65af\u5766\u798f2026 Frontier&Pioneer Symposium\u4e0a\uff0cJeff Dean\u4e00\u53e3\u6c14\u804a\u5f00\u4e86\u4e0d\u5c11\u8fc7\u53bb\u5f88\u5c11\u516c\u5f00\u5c55\u5f00\u7684\u8bdd\u9898\u2014\u2014<\/p>\n

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