{"id":825202,"date":"2026-08-09T11:07:50","date_gmt":"2026-08-09T03:07:50","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=825202"},"modified":"2026-08-09T11:07:50","modified_gmt":"2026-08-09T03:07:50","slug":"jeff-dean%e7%a6%bb%e8%81%8c%e8%b0%b7%e6%ad%8c%e9%a6%96%e6%ac%a1%e4%ba%ae%e7%9b%b8%e5%9b%9e%e7%ad%94%ef%bc%9aai%e7%9a%84%e4%b8%8b%e4%b8%80%e4%b8%aa%e5%8d%81%e5%b9%b4%e6%98%af%e4%bb%80%e4%b9%88","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=825202","title":{"rendered":"Jeff Dean\u79bb\u804c\u8c37\u6b4c\u9996\u6b21\u4eae\u76f8\u56de\u7b54\uff1aAI\u7684\u4e0b\u4e00\u4e2a\u5341\u5e74\u662f\u4ec0\u4e48"},"content":{"rendered":"
\n

\u949b\u5a92\u4f53<\/a>\u6ce8\uff1a<\/strong>\u5ba3\u5e03\u79bb\u804cGoogle \u4ec5\u4ec548\u5c0f\u65f6\u540e\uff0c8\u67087\u65e5\uff0c\u8fd9\u4f4d\u524d Google \u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean\u4fbf\u4ee5\u521b\u4e1a<\/a>\u8005\u8eab\u4efd\u7ad9\u5728\u4e86\u65af\u5766\u798f\u7eaa\u5ff5\u793c\u5802\u7684\u821e\u53f0\u4e2d\u592e\uff0c\u51fa\u5e2dAASF 2026 \u524d\u6cbf\u4e0e\u5148\u950b\u5cf0\u4f1a\u7684\u5f00\u5e55\u5bf9\u8c08\u3002<\/p>\n

\u8fd9\u662fJeff Dean \u6325\u522b\u8001\u4e1c\u5bb6\u540e\u7684\u9996\u6b21\u516c\u5f00\u4eae\u76f8\uff0c\u4e5f\u662f\u4ed6\u5411 AI \u4e0b\u4e00\u4e2a\u5341\u5e74\u4ea4\u51fa\u7684\u7b2c\u4e00\u4efd“\u6295\u540d\u72b6”\u3002<\/strong><\/p>\n

\u8fd9\u573a\u9996\u79c0\u7684\u821e\u53f0\u89c4\u683c\u6781\u9ad8——\u7531\u4e9a\u88d4\u7f8e\u56fd<\/a>\u5b66\u8005\u8bba\u575b\uff08AASF\uff09\u8054\u5408\u65af\u5766\u798f\u4e9a\u88d4\u7f8e\u56fd\u7814\u7a76\u4e2d\u2f3c\u4e3b\u529e\u3001\u80e1\u4f5b\u7814\u7a76\u6240\u534f\u529e\u7684AASF2026\u524d\u6cbf\u4e0e\u5148\u950b\u5cf0\u4f1a\uff0c\u582a\u79f0“\u4f17\u795e\u4e91\u96c6”\uff1a\u9664 Jeff Dean \u5916\uff0c\u73b0\u573a\u8fd8\u6c47\u805a\u4e86“AI \u6559\u6bcd”\u674e\u98de\u98de\u3001\u83f2\u5c14\u5179\u5956\u5f97\u4e3b\u9676\u54f2\u8f69\uff0c\u4ee5\u53ca\u6731\u68e3\u6587\u3001\u4e01\u8087\u4e2d\u7b49\u4e94\u4f4d\u8bfa\u8d1d\u5c14\u5956\u5f97\u4e3b\u3002\u5728\u5982\u6b64\u53f2\u8bd7\u7ea7\u7684\u5b66\u672f\u9635\u5bb9\u4e2d\uff0cJeff Dean \u7684\u8fd9\u573a\u5bf9\u8c08\u4f9d\u7136\u662f\u7126\u70b9\u4e2d\u7684\u7126\u70b9\u3002<\/p>\n

\u800c\u4e0eJeff Dean\u5bf9\u8c08\u7684\u4e3b\u6301\u4eba\u540c\u6837\u6781\u5177\u8bdd\u9898\u5ea6\uff1aUC Berkeley \u6559\u6388\u3001\u521a\u521a\u5ba3\u5e03\u51fa\u4efb Meta Superintelligence Labs AI \u7814\u7a76\u526f\u603b\u88c1\u7684 Dawn Song\u3002\u4e00\u4f4d\u521a\u521a\u8f6c\u8eab\u79bb\u5f00\u5168\u7403\u6700\u5927\u7684\u6a21\u578b\u5de8\u5934\uff0c\u4e00\u4f4d\u521a\u521a\u52a0\u5165\u5168\u7403\u6700\u5927\u7684\u79d1\u6280\u5e73\u53f0\u4e4b\u4e00——\u8fd9\u573a“\u53cc\u5411\u5954\u8d74”\u7684\u5bf9\u8bdd\uff0c\u672c\u8eab\u5c31\u6298\u5c04\u51fa\u5f53\u524d AI \u4eba\u624d\u6d41\u52a8\u7684\u6700\u5f3a\u9707\u611f\u3002<\/strong><\/p>\n

\u5728\u8fd9\u573a\u5bf9\u8bdd\u4e2d\uff0cJeff Dean \u96be\u5f97\u5730\u590d\u76d8\u4e86\u4ece MapReduce\u3001TensorFlow \u5230 Gemini \u7684\u6280\u672f\u8109\u7edc\uff0c\u5e76\u9996\u6b21\u5b8c\u6574\u9610\u8ff0\u4e86\u65b0\u516c\u53f8 Discovery Loop \u7684\u6784\u60f3\u3002<\/strong>\u4ed6\u7528\u81ea\u5df1\u7684\u65b9\u6cd5\u8bba\u4e3a“AI for Science”\u8d5b\u9053\u52a0\u7801\uff1a\u5224\u65ad\u6280\u672f\u4ef7\u503c\u8981\u770b“10\u500d\u63d0\u5347”\u800c\u975e\u767e\u5206\u6bd4\uff0c\u5bfb\u627e\u95ee\u9898\u8981\u7784\u51c6“\u4e94\u4e2a\u5df2\u77e5\u82d7\u5934\u52a0\u4e24\u4e2a\u672a\u77e5\u6311\u6218”\u3002<\/p>\n

\u8fd9\u4e0d\u4ec5\u662f\u4e2a\u4eba\u7684\u544a\u522b\u4e0e\u51fa\u53d1\uff0c\u66f4\u662f\u4ea7\u4e1a\u53d8\u9769\u7684\u7f29\u5f71\uff1a\u5f53\u57fa\u7840\u8bbe\u65bd\u8d70\u5411\u6807\u51c6\u5316\uff0c\u9876\u5c16\u79d1\u5b66\u5bb6\u6b63\u4ece\u5927\u5382\u6ea2\u51fa\uff0c\u4ee5\u66f4\u805a\u7126\u7684\u521b\u4e1a\u56e2\u961f\uff0c\u53bb\u535a\u53d6\u4e0b\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u79d1\u5b66\u7a81\u7834\u3002<\/strong><\/p>\n

\u4ee5\u4e0b\u662f\u8fd9\u573a\u5bf9\u8bdd\u7684\u8be6\u7ec6\u8bb0\u5f55\uff0c\u8f6c\u8f7d\u81ea\u5fae\u4fe1<\/a>\u516c\u4f17\u53f7\u7845\u8c37\u672a\u6765\u5728\u7ebf\uff0c<\/a>\u5185\u5bb9\u6709\u5220\u8282\u3002<\/p>\n<\/blockquote>\n

\"Jeff<\/p>\n

\u2f00\u3001MoE \u7684\u539f\u59cb\u76f4\u89c9\uff1a<\/strong>“\u770b\u523010x\uff0c\u4f60\u5c31\u77e5\u9053\u8fd9\u4e8b\u6210\u4e86”<\/strong><\/h2>\n

\u5bf9\u8c08\u4ece\u2f00\u6bb5\u56de\u5fc6\u5f00\u573a\u30022017 \u5e74\u524d\u540e\uff0cJeff Dean \u5728ICLR \u4f1a\u573a\u5174\u594b\u5730\u5411Dawn Song \u4ecb\u7ecd\u2f83\u2f30\u521a\u5b8c\u6210\u7684\u2f00\u9879\u2f2f\u4f5c\u2e3a\u90a3\u7bc7MoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u7684\u5f00\u2f2d\u4e4b\u4f5c\u3002\u5f7c\u65f6\u6ca1\u6709\u591a\u5c11\u2f08\u9884\u2ec5\u5230\uff0c\u8fd9\u4e2a\u67b6\u6784\u2f47\u540e\u4f1a\u6210\u4e3a\u2f0f\u4e4e\u6240\u6709\u524d\u6cbf\u2f24\u6a21\u578b\u7684\u5e95\u5c42\u9009\u62e9\u3002<\/p>\n

Jeff\u8fd9\u6837\u63cf\u8ff0\u5f53\u5e74\u7684\u76f4\u89c9\uff1a\u4f60\u60f3\u8981\u2f00\u4e2a\u5bb9\u91cf\u6781\u2f24\u7684\u6a21\u578b\uff0c\u8bb0\u4f4f\u6d77\u91cf\u7684\u77e5\u8bc6\uff1b\u4f46\u4f60\u2f1c\u5e0c\u671b\u5b83\u2fbc\u6548\uff0c\u6bcf\u6b21\u53ea\u6fc0\u6d3b\u5bf9\u5f53\u524d\u4efb\u52a1\u6700\u6709\u2f64\u7684\u90a3\u2f00\u90e8\u5206\u3002“\u5c31\u50cf\u2f08\u8111\u2e3a\u6b23\u8d4f\u838e\u2f20\u2f50\u4e9a\u2f17\u56db\u2f8f\u8bd7\u7684\u8111\u533a\uff0c\u548c\u5f00\u2ecb\u65f6\u542c\u5230\u5783\u573e\u2ecb\u5012\u2ecb\u8b66\u62a5\u7684\u8111\u533a\uff0c\u4e0d\u4f1a\u540c\u65f6\u70b9\u4eae\u3002”<\/p>\n

\u771f\u6b63\u8ba9\u56e2\u961f\u786e\u4fe1\u8fd9\u6761\u8def\u2f9b\u5f97\u901a\u7684\uff0c\u662f\u2f00\u4e2a\u6570\u5b57\uff1a\u5728\u5185\u90e8\u5b9e\u9a8c\u4e2d\uff0cMoE \u5e26\u6765\u4e86\u7ea610 \u500d\u7684\u8bad\u7ec3\u7b97\u2f12\/\u8d28\u91cf\u2f50\u63d0\u5347\u3002“\u5f53\u4f60\u770b\u523010x \u91cf\u7ea7\u7684\u6539\u5584\uff0c\u4f60\u5c31\u77e5\u9053\uff0c\u8fd9\u4e8b\u6210\u4e86\u3002”<\/p>\n

\u8fd9\u662fJeff \u6574\u573a\u5bf9\u8c08\u53cd\u590d\u51fa\u73b0\u7684\u601d\u7ef4\u5e95\u2f8a\uff1a\u4e0d\u9760\u4fe1\u5ff5\u9a71\u52a8\u5224\u65ad\uff0c\u9760\u6570\u91cf\u7ea7\u9a71\u52a8\u5224\u65ad\u3002<\/p>\n

\u2f06\u3001TensorFlow \u7684\u590d\u76d8\uff1a<\/strong>\u505a\u5bf9\u4e86\u62bd\u8c61\uff0c\u505a\u9519\u4e86\u2f63\u6001<\/strong><\/h2>\n

Jeff\u7f55\u2ec5\u5730\u516c\u5f00\u590d\u76d8\u4e86TensorFlow \u7684\u5f97\u4e0e\u5931\u3002<\/p>\n

\u505a\u5bf9\u7684\u6838\u5fc3\u53ea\u6709\u4e00\u4ef6\u4e8b\uff1a\u89e3\u8026\u3002\u6240\u8c13\u89e3\u8026\uff0c\u5c31\u662f\u628a”\u60f3\u6a21\u578b\u7684\u4eba”\u548c”\u7ba1\u673a\u5668\u7684\u4e8b”\u5206\u5f00\u3002\u5728\u90a3\u4e4b\u524d\uff0c\u7814\u7a76\u8005\u8111\u4e2d\u6709\u4e00\u4e2a\u6f02\u4eae\u7684\u6a21\u578b\u8fd8\u4e0d\u591f,\u8fd8\u5f97\u4eb2\u81ea\u64cd\u5fc3\u5b83\u600e\u4e48\u62c6\u5206\u5230\u4e00\u767e\u53f0\u673a\u5668\u3001\u4e94\u767e\u5757 GPU \u4e0a\u8fd0\u884c——\u597d\u6bd4\u53a8\u5e08\u60f3\u7092\u4e00\u9053\u83dc\uff0c\u5374\u8fd8\u5f97\u5148\u81ea\u5df1\u642d\u7076\u53f0\u3001\u63a5\u7164\u6c14\u3002TensorFlow \u7528”\u8ba1\u7b97\u56fe”\u8fd9\u5c42\u7edf\u4e00\u62bd\u8c61\u628a\u4e24\u4ef6\u4e8b\u9694\u5f00:\u7814\u7a76\u8005\u53ea\u9700\u63cf\u8ff0”\u6211\u8981\u4e00\u4e2a\u4ec0\u4e48\u6837\u7684\u6a21\u578b”,\u6846\u67b6\u8d1f\u8d23\u8ba9\u5b83\u5728\u786c\u4ef6\u4e0a\u8dd1\u8d77\u6765\u3002\u518d\u52a0\u4e0a\u5f00\u6e90,\u6df1\u5ea6\u5b66\u4e60\u7684\u95e8\u69db\u7b2c\u4e00\u6b21\u964d\u5230\u4e86\u5168\u7403\u7814\u7a76\u8005\u90fd\u591f\u5f97\u7740\u7684\u9ad8\u5ea6\u3002<\/p>\n

\u505a\u9519\u7684\u6709\u4e24\u4ef6,\u4e5f\u5f88\u5177\u4f53\u3002\u5176\u4e00,\u65e9\u671f\u6ca1\u6709\u505a eager execution(\u5373\u65f6\u6267\u884c)——\u7b80\u5355\u8bf4,\u5c31\u662f\u5199\u4e00\u884c\u4ee3\u7801\u7acb\u523b\u770b\u5230\u4e00\u884c\u7ed3\u679c\u3001\u968f\u65f6\u53ef\u4ee5\u8c03\u8bd5\u7684\u6a21\u5f0f\u3002TensorFlow \u8d77\u521d\u8981\u6c42\u5148\u628a\u6574\u5f20”\u56fe”\u642d\u5b8c\u624d\u80fd\u8fd0\u884c,\u5f00\u53d1\u4f53\u9a8c\u4e0d\u591f\u53cb\u597d,\u8fd9\u4e00\u70b9\u540e\u6765\u88ab\u5176\u4ed6\u6846\u67b6\u8bc1\u660e\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002\u5176\u4e8c,\u5f00\u6e90\u65f6\u8bbe\u4e86\u4e00\u4e2a contrib \u76ee\u5f55,\u4efb\u4f55\u4eba\u90fd\u80fd\u5f80\u91cc\u8d21\u732e\u4ee3\u7801\u5e93,\u7ed3\u679c”\u540c\u4e00\u4ef6\u4e8b\u51fa\u73b0\u4e86\u5341\u79cd\u505a\u6cd5”,\u53cd\u800c\u628a\u7528\u6237\u641e\u7cca\u6d82\u4e86\u3002Jeff \u7684\u603b\u7ed3\u662f:“\u5e94\u8be5\u4fdd\u6301\u6838\u5fc3\u7684\u5e72\u51c0,\u8ba9\u751f\u6001\u957f\u5728\u5916\u9762,\u800c\u4e0d\u662f\u957f\u5728\u91cc\u9762\u3002”<\/p>\n

\u5bf9\u505a\u5e73\u53f0\u548c\u5f00\u53d1\u8005\u5de5\u5177\u7684\u521b\u4e1a\u516c\u53f8,\u8fd9\u4e24\u6761\u6559\u8bad\u4eca\u5929\u4f9d\u7136\u9002\u7528:\u597d\u7684\u62bd\u8c61,\u8981\u66ff\u7528\u6237\u6321\u6389\u590d\u6742\u6027;\u597d\u7684\u751f\u6001,\u8981\u6709\u6e05\u6670\u7684\u8fb9\u754c——\u70ed\u95f9\u53ef\u4ee5\u5728\u5916\u9762,\u6838\u5fc3\u5fc5\u987b\u4fdd\u6301\u7b80\u6d01\u3002<\/p>\n

\"Jeff<\/p>\n

\u4e09\u3001Gemini \u7684\u8d77\u70b9\uff1a<\/strong>\u2f00\u2edamemo<\/strong><\/h2>\n

\u8c08\u5230Gemini\uff0cJeff \u900f\u9732\u4e86\u2f00\u4e2a\u7ec6\u8282\u3002\u5f53\u5e74Google Brain\u3001DeepMind \u548cGoogle Research \u5404\u2f83\u90fd\u5728\u671d\u76f8\u4f3c\u7684\u2f45\u5411\u63a8\u8fdb\u2e3a\u6269\u2f24\u6a21\u578b\u89c4\u6a21\u3001\u63a2\u7d22\u591a\u6a21\u6001\u3002“\u6211\u5199\u4e86\u2f00\u2edamemo\uff1a\u8fd9\u592a\u50bb\u4e86\uff0c\u6211\u4eec\u5e94\u8be5\u5408\u8d77\u6765\u2f32\u3002“\u4e8e\u662f\u5404\u56e2\u961f\u7684\u2f08\u624d\u3001\u60f3\u6cd5\u4e0e\u7b97\u2f12\u88ab\u6574\u5408\u5230\u2f00\u4e2a\u9879\u2f6c\u2fa5,\u4ed6\u4e0eOriol Vinyals \u51fa\u4efb\u8054\u5408\u6280\u672f\u8d1f\u8d23\u2f08\u3002<\/p>\n

\u4ed6\u8ba4\u4e3aGemini \u6700\u6b63\u786e\u7684\u51b3\u5b9a,\u662f\u4ece\u7b2c\u2f00\u5929\u5c31\u575a\u6301\u539f\u2f63\u591a\u6a21\u6001\u2e3a\u2f42\u672c\u3001\u4ee3\u7801\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u2fb3\u9891\u540c\u65f6\u8fdb\u2f0a\u8bad\u7ec3,\u751a\u2f84\u52a0\u2f0a\u4e86\u5c11\u91cf\u6fc0\u5149\u96f7\u8fbe\u6570\u636e,“\u8ba9\u6a21\u578b\u2f84\u5c11\u77e5\u9053\u8fd9\u79cd\u6570\u636e\u5f62\u6001\u7684\u5b58\u5728”\u3002\u2f7d\u6700\u2f24\u7684\u9057\u61be,\u662f\u65e9\u671f\u5bf9\u7f16\u7a0b\u80fd\u2f12\u7684\u6295\u2f0a\u6ede\u540e\u4e86\u3002\u4ed6\u8865\u5145\u4e86\u2f00\u4e2a\u91cd\u8981\u89c2\u5bdf:\u8865\u5f3acoding \u7684\u8fc7\u7a0b\u5e26\u6765\u4e86\u610f\u5916\u7684\u526f\u4ea7\u54c1\u2e3a\u6a21\u578b\u7684\u63a8\u7406\u80fd\u2f12\u3001\u628a\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u2f26\u95ee\u9898\u7684\u80fd\u2f12,\u4f1a\u968f\u7f16\u7a0b\u80fd\u2f12\u540c\u6b65\u63d0\u5347\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u8fc7\u53bb\u4e24\u5e74\u5404\u5bb6\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u4e0d\u7ea6\u2f7d\u540c\u91cd\u4ed3\u4ee3\u7801\u80fd\u2f12\u7684\u539f\u56e0\u3002<\/p>\n

\u56db\u3001“\u70b9\u2f6f\u6210\u2fa6”\u7684\u2f45\u6cd5\u8bba\uff1a<\/strong>5+2 \u7684\u95ee\u9898\u5f62\u72b6<\/strong><\/h2>\n

Dawn Song\u629b\u51fa\u4e86\u5728\u573a\u6240\u6709\u2f08\u90fd\u60f3\u95ee\u7684\u95ee\u9898\uff1a\u2f0f\u2f17\u5e74\u6765,\u4eceMapReduce \u5230TPU \u518d\u5230MoE,\u4f60\u5982\u4f55\u2f00\u6b21\u6b21\u5206\u8fa8”\u771f\u6b63\u57fa\u7840\u6027\u7684\u6280\u672f”\u4e0e”\u2f00\u65f6\u7684\u2edb\u5c1a”\uff1f<\/p>\n

Jeff\u7ed9\u51fa\u4e86\u4e09\u6761\u53ef\u64cd\u4f5c\u7684\u539f\u5219,\u6211\u4eec\u539f\u6837\u8bb0\u5f55\uff1a<\/p>\n

\u7b2c\u2f00,\u2f34\u5ea6\u4f18\u5148\u3002“\u4e0e\u5176\u7cbe\u8bfb\u2f00\u7bc7\u8bba\u2f42,\u4e0d\u5982\u7565\u8bfb\u2f17\u7bc7,\u751a\u2f84\u626b\u2f00\u767e\u7bc7\u6458\u8981\u3002“\u4f60\u9700\u8981\u5728\u5934\u8111\u4e2d\u5efa\u2f74\u2f00\u2f5a”\u53ef\u80fd\u6027\u7684\u70b9\u4e91”,\u56e0\u4e3a\u7a81\u7834\u5f80\u5f80\u6765\u2f83\u628a\u5c1a\u672a\u88ab\u8fde\u63a5\u7684\u60f3\u6cd5\u8fde\u63a5\u8d77\u6765\u3002<\/p>\n

\u7b2c\u2f06,\u5bfb\u627e”\u5b8c\u7f8e\u5f62\u72b6”\u7684\u95ee\u9898\u3002\u2f00\u4e2a\u503c\u5f97\u6295\u2f0a\u7684\u96be\u9898,\u5e94\u8be5\u80fd\u62c6\u6210\u4e03\u4e2a\u2f26\u95ee\u9898:\u5176\u4e2d\u4e94\u4e2a,\u793e\u533a\u5df2\u6709\u660e\u663e\u82d7\u5934\u3001\u63a5\u8fd1\u89e3\u51b3;\u53e6\u5916\u4e24\u4e2a,\u5b8c\u5168\u4e0d\u77e5\u9053\u600e\u4e48\u529e\u3002\u592a\u786e\u5b9a\u7684\u662f\u7eaf\u2f2f\u7a0b,\u592a\u672a\u77e5\u7684\u8981\u7b49\u2f06\u2f17\u5e74,“\u4e94\u52a0\u2f06”\u624d\u662f\u6070\u5230\u597d\u5904\u7684\u2edb\u9669\u3002<\/p>\n

\u7b2c\u4e09,\u4fe1\u5c01\u80cc\u2faf\u8ba1\u7b97\u3002\u52a8\u2f3f\u4e4b\u524d\u5148\u4f30\u7b97\u6570\u91cf\u7ea7:\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u8981\u591a\u4e45?\u4f20\u8f93\u53ef\u2f8f\u5417?“\u2f17\u79d2\u548c\u2f00\u767e\u5e74\u662f\u4e24\u4e2a\u4e16\u754c\u3002“\u8fd9\u79cd\u2f2f\u7a0b\u2f3f\u611f\u6ca1\u6709\u6377\u5f84,\u53ea\u80fd\u9760\u53cd\u590d\u7ec3\u4e60\u3002<\/p>\n

\u8fd9\u4e09\u6761\u539f\u5219\u4e0e\u65e9\u671f\u6295\u8d44<\/a>\u7684\u5224\u65ad\u6846\u67b6\u2fbc\u5ea6\u540c\u6784\u2e3a\u2f34\u6cdb\u626b\u63cf\u5efa\u2f74\u5148\u9a8c\u3001\u5bfb\u627e\u2edb\u9669\u6536\u76ca\u2f50\u6070\u5f53\u7684\u547d\u9898\u3001\u2f64\u6570\u91cf\u7ea7\u2f7d\u2fae\u53d9\u4e8b\u6821\u9a8c\u53ef\u2f8f\u6027\u3002<\/p>\n

\u4e94\u3001\u5173\u4e8e\u2edb\u9669\uff1a<\/strong>\u6280\u672f\u4e4b\u5916,\u8fd8\u9700\u8981\u793e\u4f1a\u89e3\u6cd5<\/h2>\n

\u2faf\u5bf9Dawn Song \u4eceAI \u5b89\u5168\u89c6\u2ec6\u63d0\u51fa\u7684\u5c16\u9510\u95ee\u9898(\u5979\u5206\u4eab\u4e86\u2f00\u4e2a\u8bc4\u6d4b\u4e2dAI Agent \u2f83\u2f8f\u7a81\u7834\u6c99\u7bb1\u73af\u5883\u7684\u771f\u5b9e\u6848\u4f8b),Jeff \u7684\u56de\u5e94\u52a1\u5b9e\u2f7d\u6e05\u9192:\u8fd9\u7c7b\u6a21\u578b\u7684\u7edd\u2f24\u591a\u6570\u2f64\u9014\u662f\u79ef\u6781\u7684\u2e3a\u533b\u7597\u3001\u6559\u80b2\u3001\u8ba9\u666e\u901a\u2f08\u5b8c\u6210\u8fc7\u53bb\u2f46\u6cd5\u5b8c\u6210\u7684\u4e8b;\u4f46\u6f0f\u6d1e\u6316\u6398\u786e\u5b9e\u662f\u53cc\u5203\u5251,\u653b\u9632\u53cc\u2f45\u540c\u65f6\u83b7\u5f97\u4e86\u66f4\u5f3a\u7684\u2f2f\u5177\u3002<\/p>\n

\u4ed6\u5f3a\u8c03,\u5f88\u591a\u95ee\u9898\u7684\u7b54\u6848\u5728\u6280\u672f\u4e4b\u5916:“\u6211\u4eec\u9700\u8981\u901a\u8fc7\u2f74\u6cd5\u548c\u76d1\u7ba1,\u8ba9\u793e\u4f1a\u660e\u786e\u5730\u8868\u8fbe\u2e3a\u4e0d\u5e0c\u671b\u8fd9\u4e9b\u6a21\u578b\u505a\u4ec0\u4e48,\u5e76\u2f24\u2f12\u4fc3\u8fdb\u6211\u4eec\u5e0c\u671b\u5b83\u4eec\u505a\u7684\u4e8b\u3002”<\/p>\n

\u516d\u3001Discovery Loop\uff1a<\/strong>\u628a“\u79d1\u5b66\u53d1\u73b0”\u672c\u8eab\u53d8\u6210<\/strong>\u2f00\u4e2a\u53ef\u2f83\u52a8\u5316\u7684\u5faa\u73af<\/strong><\/h2>\n

\u5bf9\u8c08\u7684\u538b\u8f74,\u662fJeff \u7b2c\u2f00\u6b21\u5b8c\u6574\u9610\u8ff0\u65b0\u516c\u53f8\u7684\u6784\u60f3\u3002<\/p>\n

\u4ed6\u4ece\u5386\u53f2\u8bb2\u8d77\u3002\u2f64\u673a\u5668\u5b66\u4e60<\/a>\u6539\u8fdb\u673a\u5668\u5b66\u4e60\u5e76\u4e0d\u662f\u65b0\u60f3\u6cd5:\u8054\u5408\u521b\u59cb\u2f08Quoc Le \u7b49\u2f08\u65e9\u5e74\u7684\u795e\u7ecf\u67b6\u6784\u641c\u7d22(NAS),\u8ba9\u6a21\u578b\u2f83\u2f30\u8bbe\u8ba1\u6a21\u578b,\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u53cd\u9988\u4e0d\u65ad\u4ea7\u51fa\u5b66\u5f97\u66f4\u5feb\u3001\u8d28\u91cf\u66f4\u2fbc\u7684\u67b6\u6784;\u540e\u7eed\u7684Evolved Transformer\u2f50\u539f\u7248Transformer \u2fbc\u6548\u7ea630%\u3002<\/p>\n

\u2f7dDiscovery Loop \u8981\u505a\u7684,\u662f\u628a\u8fd9\u4e2a\u601d\u8def\u63a8\u5230\u5c3d\u5934\u3002Jeff \u7684\u6838\u2f3c\u6d1e\u5bdf\u662f:\u79d1\u5b66\u548c\u2f2f\u7a0b\u7684\u672c\u8d28,\u662f\u540c\u2f00\u4e2a\u5faa\u73af\u2e3a\u63d0\u51fa\u5047\u8bbe\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u5b9e\u73b0\u3001\u8bc4\u4f30\u3001\u628a\u53cd\u9988\u9001\u56de\u4e0b\u2f00\u8f6e\u3002\u8fd9\u4e2a\u5faa\u73af\u7684\u6bcf\u2f00\u4e2a\u73af\u8282,\u4eca\u5929\u90fd\u5df2\u7ecf\u53ef\u4ee5\u88abAI \u6709\u6548\u2f83\u52a8\u5316\u3002\u628a\u5b83\u4eec\u4e32\u8d77\u6765,\u5c31\u662f\u2f00\u53f0”\u2f83\u52a8\u505a\u79d1\u5b66”\u7684\u673a\u5668\u3002<\/p>\n

\u4e24\u4e2a\u653e\u2f24\u5668\u51b3\u5b9a\u4e86\u8fd9\u53f0\u673a\u5668\u7684\u5a01\u2f12:\u2f00\u662f\u901f\u5ea6,\u901a\u8fc7\u6784\u5efa\u5408\u9002\u7684\u2f2f\u5177,\u8ba9\u5355\u6b21\u5b9e\u9a8c\u4ece\u2f00\u5929\u3001\u2f00\u5468,\u538b\u7f29\u5230\u2f00\u5206\u949f\u3001\u2f00\u2f29\u65f6;\u2f06\u662f\u5e76\u2f8f\u5ea6,\u540c\u65f6\u8fd0\u2f8f\u6210\u5343\u4e0a\u4e07\u4e2a\u5b9e\u9a8c,\u5e76\u2f64\u7edf\u2f00\u7684\u57fa\u7840\u8bbe\u65bd\u8bc4\u4f30\u6bcf\u4e2a\u5b9e\u9a8c\u7684\u671f\u671b\u4ef7\u503c\u4e0e\u7b97\u2f12\u6210\u672c,\u51b3\u5b9a\u4e0b\u2f00\u6279\u8d44\u6e90<\/a>\u6295\u5411\u54ea\u2fa5\u3002“\u5f53\u5b9e\u9a8c\u7684\u6570\u91cf\u548c\u8d28\u91cf\u540c\u65f6\u4e0a\u53bb,\u4f1a\u53d1\u2f63\u2f00\u4e9b\u2fae\u5e38\u4e86\u4e0d\u8d77\u7684\u4e8b\u60c5\u3002”<\/p>\n

\u516c\u53f8\u7684\u8def\u5f84\u4e5f\u5f88\u6e05\u6670:\u5148\u4eceML \u7814\u53d1\u2f83\u52a8\u5316\u5207\u2f0a\u2e3a\u8fd9\u662f\u53cd\u9988\u56de\u8def\u6700\u77ed\u3001\u6700\u5bb9\u6613\u95ed\u73af\u7684\u9886\u57df\u2e3a\u518d\u9010\u6b65\u6269\u5c55\u5230\u786c\u4ef6\u8bbe\u8ba1\u3001\u836f\u7269\u53d1\u73b0\u4e0e\u6e05\u6d01\u80fd\u6e90<\/a>\u3002\u56db\u4f4d\u8054\u5408\u521b\u59cb\u2f08(Jeff Dean\u3001Sanjay Ghemawat\u3001Quoc Le\u3001Oriol Vinyals)\u4e24\u4e24\u4e4b\u95f4\u6709\u774014 \u523030 \u5e74\u4e0d\u7b49\u7684\u5408\u4f5c\u53f2\u3002\u2f7d\u516c\u53f8\u9009\u62e9\u6ce8\u518c\u4e3a\u516c\u76ca\u516c\u53f8(PBC),Jeff\u7684\u89e3\u91ca\u662f:“\u6211\u4eec\u4f1a\u505a\u2f00\u4e9b\u4e0d\u7b26\u5408\u516c\u53f8\u8d22\u52a1\u5229\u76ca\u3001\u4f46\u7b26\u5408\u66f4\u2f34\u6cdb\u793e\u4f1a\u5229\u76ca\u7684\u51b3\u5b9a,\u628a\u79d1\u5b66\u53d1\u73b0\u5206\u53d1\u7ed9\u5c3d\u53ef\u80fd\u591a\u7684\u2f08\u3002”<\/p>\n

\u4e03\u3001\u4e3a\u4ec0\u4e48\u79bb\u5f00?<\/strong>“\u4e91\u8ba1\u7b97\u628a\u57fa\u7840\u8bbe\u65bd\u53d8\u6210\u4e86\u5546\u54c1”<\/h2>\n

Q&A\u73af\u8282,\u6709\u89c2\u4f17\u76f4\u63a5\u53d1\u95ee:\u4f60\u7684\u79bb\u804c\u8ba9Google \u5e02\u503c\u2f24\u5e45\u6ce2\u52a8,\u4f60\u5728\u2f00\u4e2a\u2f29\u516c\u53f8\u80fd\u505a\u5230\u4ec0\u4e48\u5728Google\u505a\u4e0d\u5230\u7684\u4e8b?<\/p>\n

Jeff\u2fb8\u5148\u7b11\u7740\u8868\u793a,\u4ed6\u4ece\u4e0d\u628a\u80a1\u5e02\u7684\u5355\u2f47\u6ce2\u52a8\u5f52\u56e0\u4e8e\u4efb\u4f55\u5177\u4f53\u4e8b\u4ef6\u3002\u968f\u540e\u4ed6\u7ed9\u51fa\u4e86\u771f\u6b63\u7684\u7b54\u6848:“\u2f00\u4e2a\u2f17\u2f08\u56e2\u961f,\u6240\u6709\u2f08\u53ea\u805a\u7126\u2f00\u4e2a\u4f7f\u547d\u2e3a\u8fd9\u79cd\u4e13\u6ce8\u672c\u8eab,\u5c31\u662f\u5728\u2f24\u7ec4\u7ec7\u2fa5\u5f97\u4e0d\u5230\u7684\u4e1c\u2ec4\u3002\u6211\u4eec\u672c\u53ef\u4ee5\u5728Google \u5185\u90e8\u505a\u8fd9\u4ef6\u4e8b,\u2f24\u6982\u7387\u53ef\u4ee5\u3002\u4f46\u90a3\u4e0d\u2f00\u6837\u3002”<\/p>\n

\u53e6\u2f00\u4f4d\u89c2\u4f17\u8ffd\u95ee\u4e86\u6574\u4e2a\u2f8f\u4e1a\u7684\u6838\u2f3c\u2f6d\u76fe:\u7b2c\u2f00\u6027\u539f\u7406\u6765\u770b,\u524d\u6cbfAI \u9700\u8981\u6d77\u91cf\u6570\u636e\u3001\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e0e\u5de8\u989d\u8d44\u672c\u5f00\u2f40,\u5168\u662f\u2f24\u516c\u53f8\u7684\u4e3b\u573a,\u4e3a\u4ec0\u4e48\u9876\u5c16\u2f08\u624d\u4e0e\u524d\u6cbf\u7814\u7a76\u4ecd\u5728\u6301\u7eed\u6d41\u5411\u521b\u4e1a\u516c\u53f8?<\/p>\n

Jeff\u7684\u56de\u7b54,\u6216\u8bb8\u662f\u7406\u89e3\u8fd9\u2f00\u8f6eAI \u2f08\u624d\u6d41\u52a8\u7684\u2f00\u628a\u603b\u94a5\u5319:<\/p>\n

“\u4e91\u8ba1\u7b97\u7684\u5174\u8d77,\u628a\u57fa\u7840\u8bbe\u65bd\u53d8\u6210\u4e86\u53ef\u79df\u2f64\u7684\u5546\u54c1\u3002\u2f00\u2f29\u7fa4\u2f08\u878d\u2f00\u7b14\u8d44\u2fa6,\u5c31\u80fd\u2f64\u4e0a\u2f24\u516c\u53f8\u82b1\u2f0f\u2f17\u5e74\u5efa\u597d\u7684\u5e95\u5ea7,\u2f7d\u4e0d\u5fc5\u2f83\u2f30\u91cd\u5efa\u3002\u6709\u68a6\u60f3\u3001\u6709\u2f45\u5411\u7684\u2f08,\u7b2c\u2f00\u6b21\u53ef\u4ee5\u5728\u2f29\u56e2\u961f\u2fa5\u8ffd\u9010\u524d\u6cbf\u3002”<\/p>\n

( \u672c\u6587\u9996\u53d1\u949b\u5a92\u4f53APP\uff0c\u4f5c\u8005 | \u7845\u8c37<\/a>Tch news\uff0c\u7f16\u8f91 | \u8d75\u8679\u5b87\uff09<\/p>\n

(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u949b\u5a92\u4f53\u6ce8\uff1a\u5ba3\u5e03\u79bb\u804cGoogle \u4ec5\u4ec548\u5c0f\u65f6\u540e\uff0c8\u67087\u65e5\uff0c\u8fd9\u4f4d\u524d Google \u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,158,280,95,241,277,157,367,29,238],"views":8,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/825202"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=825202"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/825202\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=825202"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=825202"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=825202"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}