{"id":794356,"date":"2026-06-06T15:31:50","date_gmt":"2026-06-06T07:31:50","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=794356"},"modified":"2026-06-06T15:31:50","modified_gmt":"2026-06-06T07:31:50","slug":"hinton%e5%90%b9%e5%93%a8%e4%ba%86%ef%bc%9aai%e5%b7%b2%e7%bb%8f%e6%9c%89%e6%84%8f%e8%af%86","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=794356","title":{"rendered":"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6"},"content":{"rendered":"<p>\u542c\u96e8 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>\u91cf\u5b50\u4f4d | \u516c\u4f17\u53f7 QbitAI<\/p>\n<p><strong>AI\u5df2\u7ecf\u6709\u610f\u8bc6\uff0c\u4eba\u7c7b\u5f97\u63a5\u53d7\u81ea\u5df1\u4e0d\u518d\u662f\u552f\u4e00\u667a\u80fd\u751f\u547d\u4f53\u3002<\/strong><\/p>\n<p>\u8fd9\u5c31\u662fAI\u6559\u7236\u3001\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u5f97\u4e3b\u3001\u56fe\u7075\u5956\u5f97\u4e3bGeoffrey Hinton\uff0c\u6700\u65b0\u8bf4\u51fa\u7684\u66b4\u8bba\uff01<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/BE6128877A65C5A9DEF818576A88C98906D48285_size491_w1080_h595.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\"  \/><\/p>\n<p>\u662f\u7684\uff0cHinton\u8ba4\u4e3a\uff0c<strong>\u667a\u80fd\u4e0d\u518d\u662f\u4eba\u7c7b\u72ec\u6709\u7684\u80fd\u529b<\/strong>\u3002<\/p>\n<p>\u4e00\u79cd\u975e\u751f\u7269\u7684\u3001\u4e0e\u6211\u4eec\u76f8\u4f3c\u751a\u81f3\u8d85\u8d8a\u6211\u4eec\u7684\u667a\u80fd\u4f53\uff0c\u6b63\u5728\u51fa\u73b0\u3002<\/p>\n<p>\u6211\u4eec\u4e00\u76f4\u4ee5\u4e3a\u81ea\u5df1\u662f\u552f\u4e00\u7684\u667a\u80fd\u751f\u547d\uff0c\u4f46\u73b0\u5728\u6211\u4eec\u5fc5\u987b\u63a5\u53d7\uff0c\u667a\u80fd\u5e76\u4e0d\u4e00\u5b9a\u6765\u81ea\u751f\u7269\u4f53\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/8A0DE85313515BC1147EEB9EF9901B5C9452E596_size344_w1080_h892.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\"  \/><\/p>\n<p>\u4e0d\u8fc7\uff0c\u76f8\u6bd4\u6b64\u524d\u4e00\u76f4\u8b66\u544aAI<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%a3%8e%e9%99%a9\" title=\"View all posts in \u98ce\u9669\" target=\"_blank\" class=\"tag_link\">\u98ce\u9669<\/a>\uff0c\u4ed6\u7684\u601d\u60f3\u4f3c\u4e4e\u4e5f\u53d1\u751f\u4e86\u4e00\u4e9b\u8f6c\u53d8\uff1a<\/p>\n<p>\u5982\u679c\u672a\u6765\u51fa\u73b0\u6bd4\u4eba\u7c7b\u806a\u660e\u5f97\u591a\u7684\u667a\u80fd\uff0c\u4eba\u7c7b\u51ed\u4ec0\u4e48\u8ba4\u4e3a\u81ea\u5df1\u8fd8\u80fd\u638c\u63e1\u63a7\u5236\u6743\uff1f<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u4ee4\u4eba\u7ec6\u601d\u6781\u6050\u7684\u95ee\u9898\u3002\u56e0\u4e3a\u7eb5\u89c2\u81ea\u7136\u754c\u548c\u5386\u53f2\uff0c\u51e0\u4e4e\u627e\u4e0d\u5230\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u5b58\u5728\u957f\u671f\u53d7\u66f4\u611a\u7b28\u5b58\u5728\u63a7\u5236\u7684\u4f8b\u5b50\u3002<\/p>\n<p>\u73b0\u5728\u8fd9\u4f4d78\u5c81\u7684\u8001\u4eba\uff0c\u518d\u4e00\u6b21\u7ad9\u51fa\u6765\u6572\u949f\u3002<\/p>\n<p>\u4ed6\u5bf9AI\u5b89\u5168\u7684\u5173\u6ce8\u70b9\uff0c\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u5982\u4f55\u7ea6\u675fAI\uff0c\u800c\u662f<strong>\u672a\u6765\u7684\u8d85\u7ea7\u667a\u80fd\uff0c\u4e3a\u4ec0\u4e48\u613f\u610f\u5584\u5f85\u4eba\u7c7b<\/strong>\u3002<\/p>\n<p>\u4ed6\u88ab\u95ee\u5230\u4f5c\u4e3a\u8fd9\u6ce2AI\u53d8\u9769\u7684\u5f00\u542f\u8005\uff0c\u4ed6\u6709\u600e\u6837\u7684\u6210\u5c31\u611f\uff0cHinton\u56de\u7b54\uff1a<\/p>\n<p>\u6211\uff0c\u5f88\u4e0d\u5feb\u4e50\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fHinton\u6700\u65b0\u8bbf\u8c08\u7684\u91cd\u70b9\u5185\u5bb9\u8282\u9009\u3002<\/p>\n<p>AI\u5df2\u7ecf\u6709\u610f\u8bc6\u4e86<\/p>\n<p><strong>Hinton\uff1a<\/strong>AI\u975e\u5e38\u50cf\u6211\u4eec\u3002\u5b83\u4eec\u662f\u50cf\u6211\u4eec\u4e00\u6837\u7684\u5b58\u5728\u3002<\/p>\n<p><strong>Alex\uff1a<\/strong>\u6240\u4ee5\u662f\u6709\u610f\u8bc6\u7684\u5417\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u55ef\uff0c<strong>\u6211\u76f8\u4fe1\u5b83\u4eec\u5df2\u7ecf\u6709\u610f\u8bc6\u4e86<\/strong>\u3002\u662f\u7684\u3002<\/p>\n<p>\u4f46\u6211\u4e0d\u592a\u8c08\u8bba\u8fd9\u4e2a\uff0c\u56e0\u4e3a\u8fd9\u4f1a\u8ba9\u4eba\u4eec\u5bf9\u5176\u4ed6\u5b89\u5168\u4fe1\u606f\u4ea7\u751f\u62b5\u89e6\u3002\u7814\u7a76\u4eba\u5458\u5176\u5b9e\u4e5f\u76f8\u4fe1\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u6700\u8fd1\u6709\u4e00\u7bc7\u6709\u8da3\u7684\u8bba\u6587\u63d0\u5230\uff0c\u5f53\u804a\u5929\u673a\u5668\u4eba\u5bf9\u7814\u7a76\u4eba\u5458\u8bf4\uff1a\u201c\u8ba9\u6211\u4eec\u5bf9\u5f7c\u6b64\u8bda\u5b9e\u5427\uff0c\u4f60\u662f\u5728\u6d4b\u8bd5\u6211\u5417\uff1f\u201d<\/p>\n<p>\u56e0\u4e3a\u804a\u5929\u673a\u5668\u4eba\u5728\u63a5\u53d7\u6d4b\u8bd5\u65f6\u6709\u88c5\u50bb\u7684\u4e60\u60ef\uff0c\u6240\u4ee5\u4f60\u4e0d\u77e5\u9053\u5b83\u4eec\u5230\u5e95\u6709\u591a\u806a\u660e\u3002 \u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u63cf\u8ff0\u8fd9\u4e00\u5e55\u65f6\u8bf4\uff0c<strong>\u804a\u5929\u673a\u5668\u4eba\u201c\u610f\u8bc6\u5230\u201d\uff08aware\uff09\u5b83\u6b63\u5728\u63a5\u53d7\u6d4b\u8bd5<\/strong>\u3002<\/p>\n<p>\u5728\u901a\u7528\u8bed\u5883\u4e0b\uff0c\u201c\u610f\u8bc6\u5230\u201d\u8fd9\u4e2a\u8bcd\u7684\u4f7f\u7528\u5c31\u50cf\u662f\u201c\u6709\u610f\u8bc6\u201d\uff08conscious\uff09\u3002\u804a\u5929\u673a\u5668\u4eba\u6709\u610f\u8bc6\u5730\u77e5\u9053\u81ea\u5df1\u5728\u88ab\u6d4b\u8bd5\u3002<\/p>\n<p>\u6211\u4eec\u5bf9\u4e8e\u610f\u8bc6\u7684\u6a21\u578b\u975e\u5e38\u5947\u602a\uff0c\u6211\u8ba4\u4e3a\u90a3\u662f\u9519\u8bef\u7684\u3002\u5c31\u50cf\u51e0\u767e\u5e74\u524d\uff0c\u4eba\u4eec\u5bf9\u4eba\u7c7b\u8d77\u6e90\u7684\u6a21\u578b\u5b8c\u5168\u9519\u8bef\u4e00\u6837\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u4eba\u662f\u4e0a\u5e1d\u521b\u9020\u7684\uff0c\u73b0\u5728\u5927\u591a\u6570\u79d1\u5b66\u5bb6\u90fd\u540c\u610f\u90a3\u662f\u9519\u7684\u3002<\/p>\n<p><strong>\u6211\u8ba4\u4e3a\u6211\u4eec\u76ee\u524d\u5bf9\u601d\u7ef4\u548c\u610f\u8bc6\u7684\u6a21\u578b\uff0c\u4e0e\u201c\u4eba\u662f\u4e0a\u5e1d\u521b\u9020\u7684\u201d\u8fd9\u79cd\u4fe1\u5ff5\u4e00\u6837\u9519\u8bef<\/strong>\u3002\u7279\u522b\u662f\u7531\u4e8e\u6211\u4eec\u6b63\u5728\u521b\u9020\u8fd9\u4e9b\u65b0\u7684\u5b58\u5728\uff0c\u8fd9\u5c06\u5f7b\u5e95\u6539\u53d8\u6211\u4eec\u5bf9\u201c\u4eba\u662f\u4ec0\u4e48\u201d\u7684\u770b\u6cd5\u3002<\/p>\n<p><strong>Alex\uff1a<\/strong>\u4ee5\u4ec0\u4e48\u6837\u7684\u65b9\u5f0f\u6539\u53d8\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6211\u4eec\u5c06\u6bd4\u4ee5\u524d\u66f4\u597d\u5730\u7406\u89e3\u601d\u7ef4\u548c\u610f\u8bc6\u662f\u4ec0\u4e48\uff0c\u7406\u89e3\u4e3b\u89c2\u4f53\u9a8c\u662f\u4ec0\u4e48\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u6211\u4eec\u4f1a\u6446\u8131\u4e00\u4e2a\u76ee\u524d\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u575a\u4fe1\u7684\u89c2\u5ff5\uff0c\u5373\u5b58\u5728\u4e00\u4e2a\u53eb\u505a\u201c\u6211\u7684\u601d\u7ef4\u201d\u7684\u5185\u5fc3\u5267\u573a\uff08inner theater\uff09\uff1a\u4e16\u754c\u4e0a\u53d1\u751f\u7684\u4e8b\u60c5\u88ab\u8f6c\u5316\u4e3a\u8fd9\u4e2a\u5185\u5fc3\u5267\u573a\u91cc\u7684\u4e8b\u4ef6\uff0c\u90a3\u624d\u662f\u6211\u4eec\u771f\u6b63\u770b\u5230\u7684\uff0c\u4e14\u53ea\u6709\u6211\u80fd\u770b\u5230\u8fd9\u4e2a\u5267\u573a\u3002<\/p>\n<p>\u8fd9\u6574\u5957\u770b\u6cd5\u5176\u5b9e\u53ea\u662f\u4e00\u79cd\u7406\u8bba\uff0c\u800c\u4e14\u662f\u4e00\u4e2a\u7cdf\u7cd5\u7684\u7406\u8bba\u3002<\/p>\n<p>\u4eba\u7c7b\u5e76\u6ca1\u6709\u81ea\u5df1\u60f3\u8c61\u4e2d\u90a3\u4e48\u91cd\u8981<\/p>\n<p><strong>Alex\uff1a<\/strong>\u5173\u4e8e\u4eba\u7c7b\u521b\u9020\u4e8b\u7269\uff0c\u8fd9\u91cc\u7684\u6559\u8bad\u662f\u4ec0\u4e48\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6211\u8ba4\u4e3a\u8fd9\u91cc\u6709\u4e00\u4e2a\u975e\u5e38\u6df1\u523b\u7684\u6559\u8bad\u3002\u56de\u987e\u8fc7\u53bb\u51e0\u767e\u5e74\u7684\u5386\u53f2\uff0c\u6709\u51e0\u6b21\u4eba\u7c7b\u610f\u8bc6\u5230\u81ea\u5df1\u5e76\u6ca1\u6709\u60f3\u8c61\u4e2d\u90a3\u4e48\u91cd\u8981\u3002<\/p>\n<p>\u7b2c\u4e00\u6b21\u662f<strong>\u54e5\u767d\u5c3c<\/strong>\uff0c\u4ed6\u8bf4\u6211\u4eec\u4e0d\u5728\u5b87\u5b99\u4e2d\u5fc3\uff0c\u5730\u7403\u5b9e\u9645\u4e0a\u662f\u7ed5\u7740\u592a\u9633\u8f6c\u7684\u3002\u7531\u4e8e\u5730\u7403\u81ea\u8f6c\uff0c\u6211\u4eec\u8bef\u4ee5\u4e3a\u592a\u9633\u7ed5\u7740\u5730\u7403\u8f6c\uff0c\u4f46\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\u3002\u4eba\u4eec\u4e0d\u559c\u6b22\u8fd9\u4e2a\u8bf4\u6cd5\uff0c\u5929\u4e3b\u6559\u4f1a\u5c24\u5176\u53cd\u611f\uff0c\u4eba\u7c7b\u82b1\u4e86\u5f88\u957f\u65f6\u95f4\u624d\u63a5\u53d7\u5b83\u3002\u5b83\u8ba9\u6211\u4eec\u610f\u8bc6\u5230\u81ea\u5df1\u4e0d\u518d\u5904\u4e8e\u5b87\u5b99\u4e2d\u5fc3\uff0c\u4eba\u7c7b\u53d8\u5f97\u6ca1\u90a3\u4e48\u91cd\u8981\u4e86\u3002<\/p>\n<p>\u63a5\u7740\u662f<strong>\u8fbe\u5c14\u6587<\/strong>\uff0c\u4ed6\u8bf4\u6211\u4eec\u662f\u52a8\u7269\uff0c\u662f\u548c\u5176\u4ed6\u52a8\u7269\u4e00\u6837\u8fdb\u5316\u800c\u6765\u7684\u3002\u6211\u4eec\u53ef\u80fd\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u52a8\u7269\uff0c\u56e0\u4e3a\u6211\u4eec\u62e5\u6709\u8bed\u8a00\uff0c\u66f4\u64c5\u957f\u4ea4\u6d41\u601d\u60f3\uff0c\u4f46\u6211\u4eec\u672c\u8d28\u4e0a\u4f9d\u7136\u662f\u52a8\u7269\u3002\u4eba\u4eec\u4e5f\u975e\u5e38\u4e0d\u559c\u6b22\u8fd9\u4e2a\u8bf4\u6cd5\uff0c\u4e5f\u82b1\u4e86\u5f88\u957f\u65f6\u95f4\u624d\u63a5\u53d7\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u6709\u4e86\u53d8\u5f97\u548c\u6211\u4eec\u4e00\u6837\u806a\u660e\u7684\u673a\u5668\u3002\u6211\u4eec\u66fe\u4ee5\u4e3a\u81ea\u5df1\u662f\u552f\u4e00\u7684\u667a\u80fd\u751f\u7269\uff0c\u4e5f\u8bb8\u5176\u4ed6\u661f\u7cfb\u6709\u5916\u661f\u4eba\uff0c\u4f46<strong>\u6211\u4eec\u5fc5\u987b\u63a5\u53d7\u667a\u80fd\u4e0d\u4ec5\u662f\u751f\u7269\u6027\u7684<\/strong>\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u62e5\u6709\u975e\u751f\u7269\u7684\u3001\u50cf\u6211\u4eec\u4e00\u6837\u7684\u5176\u4ed6\u5b58\u5728\u3002\u4eba\u7c7b\u771f\u7684\u4e0d\u60f3\u5206\u4eab\u8fd9\u79cd\u72ec\u7279\u6027\uff0c\u6211\u4eec\u771f\u7684\u8ba4\u4e3a\u81ea\u5df1\u5f88\u7279\u522b\u3002\u56de\u987e\u5386\u53f2\uff0c\u4eba\u7c7b\u4e00\u76f4\u4ee5\u6765\u90fd\u8ba4\u4e3a\u81ea\u5df1\u6bd4\u5b9e\u9645\u60c5\u51b5\u8981\u7279\u522b\u5f97\u591a\u3002<\/p>\n<p>\u201c\u6211\u611f\u5230\u5f88\u4e0d\u5feb\u4e50\u201d<\/p>\n<p><strong>Alex\uff1a<\/strong>\u6211\u60f3\u518d\u95ee\u4e00\u4e2a\u95ee\u9898\uff0c\u56e0\u4e3a\u6211\u5bf9\u6b64\u975e\u5e38\u7740\u8ff7\u3002\u90a3\u4e48\uff0c\u4f60\u5bf9\u4e8e\u4f60\u6240\u5f00\u521b\u7684\u4e8b\u4e1a\u53d1\u5c55\u5230\u8fd9\u4e00\u6b65\u611f\u5230\u9ad8\u5174\u5417\uff1f\u4f60\u6709\u6210\u5c31\u611f\u5417\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u4e0d\uff0c<strong>\u6211\u5bf9\u6b64\u611f\u5230\u5f88\u4e0d\u5feb\u4e50<\/strong>\u3002<\/p>\n<p>\u56e0\u4e3a\u73b0\u5728\u4eba\u4eec\u5e94\u8be5\u6295\u5165\u5927\u91cf\u7cbe\u529b\u7814\u7a76\u5982\u4f55\u63a7\u5236\u98ce\u9669\uff0c\u4f46\u4ed6\u4eec\u505a\u5f97\u4e0d\u591f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/FDAB9C6E039CA63437C25E3BA2E0F3314F37AC4D_size516_w1068_h604.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\"  \/><\/p>\n<p><strong>Alex\uff1a<\/strong>\u597d\u7684\u3002<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6709\u5f88\u591a\u77ed\u671f\u98ce\u9669\uff0c\u6bd4\u5982\u793e\u4f1a\u98ce\u9669\uff0c\u6211\u76f8\u4fe1\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u5927\u89c4\u6a21\u5931\u4e1a\u3002<\/p>\n<p>\u867d\u7136\u6ca1\u4eba\u80fd\u767e\u5206\u4e4b\u767e\u786e\u5b9a\uff0c\u4f46\u8fd9\u5bf9\u793e\u4f1a\u6765\u8bf4\u5c06\u662f\u53ef\u6015\u7684\u3002\u7136\u540e\u8fd8\u6709\u957f\u671f\u98ce\u9669\uff0c\u5373<strong>\u5b83\u4f1a\u53d8\u5f97\u6bd4\u6211\u4eec\u806a\u660e\u5f97\u591a<\/strong>\u3002\u95ee\u95ee\u4f60\u81ea\u5df1\uff0c\u4f60\u89c1\u8fc7\u591a\u5c11\u806a\u660e\u5f97\u591a\u7684\u4e1c\u897f\u88ab\u806a\u660e\u7a0b\u5ea6\u4f4e\u5f97\u591a\u7684\u4e1c\u897f\u63a7\u5236\u7684\u4f8b\u5b50\uff1f<\/p>\n<p><strong>Alex\uff1a<\/strong>\u96f6\u4e2a\u3002\u4e0d\u8fc7\uff0c\u867d\u7136\u667a\u529b\u5dee\u5f02\u6ca1\u90a3\u4e48\u5927\uff0c\u4f46\u5a74\u513f\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u5728\u63a7\u5236\u6bcd\u4eb2\u3002<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6bcd\u4eb2\u867d\u7136\u770b\u4f3c\u5728\u638c\u63a7\uff0c\u4f46\u5979\u5185\u5fc3\u5145\u6ee1\u4e86\u6bcd\u6027\u672c\u80fd\u548c\u5404\u79cd\u5956\u52b1\u673a\u5236\uff0c\u8fd9\u4f7f\u5f97\u5a74\u513f\u80fd\u4ece\u6bcd\u4eb2\u90a3\u91cc\u5f97\u5230\u6240\u9700\u3002\u732b\u548c\u72d7\u4e5f\u5c5e\u4e8e\u8fd9\u7c7b\u3002\u6211\u66fe\u5728\u897f\u96c5\u56fe\u897f\u533a\u5e2e\u4eba\u770b\u4e86\u4e00\u4e2a\u590f\u5929\u7684\u732b\uff0c\u8d77\u521d\u732b\u8eb2\u5728\u5e8a\u5e95\u4e0b\uff0c\u6211\u597d\u5947\u5b83\u662f\u5426\u4f1a\u548c\u6211\u4e92\u52a8\u3002<\/p>\n<p><strong>Alex\uff1a<\/strong>\u7136\u540e\u6bcf\u6b21\u5b83\u4e00\u53eb\uff0c\u4f60\u5c31\u7167\u5b83\u8bf4\u7684\u505a\u3002<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6ca1\u9519\u3002\u662f\u7684\u3002<\/p>\n<p><strong>Alex\uff1a<\/strong>\u6240\u4ee5\u5728\u8fd9\u4e2a\u60c5\u666f\u4e0b\uff0c<strong>\u4e5f\u8bb8\u6211\u4eec\u5c31\u662f\u90a3\u53ea\u732b\uff0c\u800cAI\u53ef\u80fd\u662f\u90a3\u4e2a\u4eba<\/strong>\u3002<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6211\u7684\u5b69\u5b50\u4eec\u517b\u4e86\u4e24\u53ea\u6f02\u4eae\u7684\u732b\u3002\u5176\u4e2d\u4e00\u53ea\u53ebTia\u3002\u5f53\u5979\u60f3\u5403\u5976\u916a\u65f6\uff0c\u5979\u4f1a\u7528\u5927\u773c\u775b\u76ef\u7740\u4f60\uff0c\u4f60\u771f\u7684\u65e0\u6cd5\u6c38\u8fdc\u6297\u62d2\u5979\u3002<\/p>\n<p>AI\u6b63\u5728\u6307\u6570\u7ea7\u589e\u957f\uff0c\u96be\u4ee5\u9884\u6d4b<\/p>\n<p><strong>Alex\uff1a<\/strong>\u9488\u5bf9\u4eba\u4eec\u5bf9\u8fd9\u4e9b\u62c5\u5fe7\u7684\u53cd\u5e94\uff0c\u4f60\u5bf9\u672a\u6765\u7684\u8d70\u5411\u662f\u66f4\u4e50\u89c2\u4e86\u8fd8\u662f\u66f4\u60b2\u89c2\u4e86\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u6211\u60f3\u6211\u6bd4\u4e00\u4e24\u5e74\u524d\u66f4\u4e50\u89c2\u4e86\u4e00\u4e9b\u3002 \u56e0\u4e3a\u6211\u770b\u5230\u8bbe\u8ba1\u8fd9\u4e9b\u65b0\u5b58\u5728\u5e76\u8ba9\u5b83\u4eec\u201c\u5173\u5fc3\u201d\u6211\u4eec\u662f\u53ef\u80fd\u7684\u3002<\/p>\n<p>\u4e5f\u53ef\u80fd\u4f7f\u7528Yoshua Bengio\u7684\u6280\u672f\uff0c\u8bbe\u8ba1\u51fa\u4e0d\u80fd\u5b9e\u9645\u6267\u884c\u52a8\u4f5c\u3001\u53ea\u80fd\u505a\u9884\u6d4b\u7684\u65b0\u5b58\u5728\uff0c\u5b83\u4eec\u5c31\u50cf\u662f\u5148\u77e5\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u8ba4\u4e3a\u5b58\u5728\u4e00\u4e9b\u62e5\u6709\u8d85\u7ea7\u667a\u80fd\u4f46\u4e0d\u6467\u6bc1\u6211\u4eec\u7684\u53ef\u80fd\u6027\u3002\u800c\u5728\u4e00\u4e24\u5e74\u524d\uff0c\u6211\u770b\u4e0d\u5230\u4efb\u4f55\u53ef\u80fd\u6027\uff0c\u6211\u5f53\u65f6\u611f\u5230\u5f88\u6cae\u4e27\u3002<\/p>\n<p><strong>Alex\uff1a<\/strong>\u6700\u540e\u4e00\u4e2a\u95ee\u9898\u3002\u5982\u679c\u6211\u4eec\u6309\u76ee\u524d\u7684\u8f68\u8ff9\u7ee7\u7eed\u53d1\u5c55\uff0c\u4e94\u5e74\u540e\u6211\u4eec\u4f1a\u5904\u4e8e\u4ec0\u4e48\u4f4d\u7f6e\uff1f<\/p>\n<p><strong>Hinton\uff1a<\/strong>\u5f53\u4f60\u5728\u96fe\u4e2d\u5f00\u8f66\u65f6\uff0c\u4f60\u80fd\u770b\u6e05100\u7801\uff0c\u4f46\u5728200\u7801\u5904\uff0c\u4f60\u4ec0\u4e48\u4e5f\u770b\u4e0d\u89c1\u3002<\/p>\n<p>\u8fd9\u662f\u56e0\u4e3a<strong>\u96fe\u662f\u5448\u6307\u6570\u7ea7\u53d8\u5316\u7684<\/strong>\u3002\u4f60\u4e60\u60ef\u7684\u662f\u665a\u4e0a\u8ddf\u7740\u524d\u8f66\u7684\u5c3e\u706f\uff0c\u5982\u679c\u8ddd\u79bb\u8fdc\u4e00\u500d\uff0c\u4eae\u5ea6\u53ea\u964d\u5230\u56db\u5206\u4e4b\u4e00\uff1b\u4f46\u96fe\u5b8c\u5168\u4e0d\u540c\uff0c\u5b83\u5728100\u7801\u5904\u53ef\u80fd\u5f88\u6e05\u6670\uff0c200\u7801\u5904\u5c31\u5b8c\u5168\u770b\u4e0d\u89c1\u4e86\u3002<\/p>\n<p>\u9884\u6d4b\u4e00\u4e2a\u5448\u6307\u6570\u7ea7\u589e\u957f\u7684\u4e8b\u7269\u7684\u672a\u6765\u975e\u5e38\u56f0\u96be\u2014\u2014\u6211\u8ba4\u4e3a<strong>AI\u53ef\u80fd\u5c31\u5728\u6307\u6570\u7ea7\u589e\u957f<\/strong>\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u6211\u6ce8\u610f\u5230\u4eba\u4eec\u4f7f\u7528\u201c\u6307\u6570\u7ea7\u201d\u4e00\u8bcd\u7684\u9891\u7387\u6b63\u5728\u4ee5\u4e8c\u6b21\u901f\u7387\u589e\u957f\u3002\u6240\u4ee5\u9884\u6d4b\u672a\u6765\u5c31\u50cf\u770b\u96fe\u4e00\u6837\u3002\u4f60\u53ef\u4ee5\u770b\u6e05\u672a\u6765\u4e00\u4e24\u5e74\uff0c\u518d\u5f80\u540e\u4f60\u5c31\u4e00\u65e0\u6240\u77e5\u4e86\u3002<\/p>\n<p>\u5982\u679c\u4f60\u56de\u523010\u5e74\u524d\uff0c\u4f60\u7edd\u5bf9\u9884\u6d4b\u4e0d\u5230\u73b0\u5728\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u90a3\u5b8c\u5168\u8ff7\u5931\u5728\u96fe\u4e2d\u3002\u5c55\u671b\u672a\u676510\u5e74\uff0c\u552f\u4e00\u80fd\u80af\u5b9a\u7684\u662f\uff0c\u5c4a\u65f6\u53d1\u751f\u7684\u4e8b\u60c5\u662f\u6211\u4eec\u73b0\u5728\u65e0\u6cd5\u9884\u6d4b\u7684\u3002<\/p>\n<p>\u5373\u4fbf\u8fdb\u5c55\u53ea\u662f\u7ebf\u6027\u7684\uff0c10\u5e74\u540e\u7684\u53d8\u5316\u4e5f\u4f1a\u50cf\u73b0\u5728\u4e0e10\u5e74\u524d\u76f8\u6bd4\u4e00\u6837\u5de8\u5927\u3002\u73b0\u5728\u7684\u804a\u5929\u673a\u5668\u4eba\u6bd410\u5e74\u524d\u521a\u8d77\u6b65\u65f6\u597d\u5f97\u591a\u3002<\/p>\n<p><strong>10\u5e74\u540e\uff0c\u67d0\u4e9b\u4e1c\u897f\u4f1a\u53d1\u751f\u8d28\u7684\u98de\u8dc3<\/strong>\uff0c\u6bd4\u5982\u505a\u6570\u5b66\u7684\u80fd\u529b\uff0c\u6216\u8005\u901a\u7528\u63a8\u7406\u80fd\u529b\u2014\u2014\u5b83\u4eec\u5728\u63a8\u7406\u4e0a\u5c06\u80fd\u628a\u6211\u4eec\u7529\u5728\u8eab\u540e\u3002\u6211\u4eec\u771f\u7684\u65e0\u6cd5\u9884\u6d4b10\u5e74\u540e\uff0c\u53ea\u80fd\u9884\u89c1\u672a\u6765\u51e0\u5e74\uff0c\u6211\u4eec\u5fc5\u987b\u610f\u8bc6\u523010\u5e74\u540e\u7684\u60c5\u51b5\u5145\u6ee1\u4e86\u6781\u5927\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u8f9b\u987f\u5982\u4f55\u770b\u5f85AI\u548c\u4eba\u7c7b\u7684\u5173\u7cfb<\/p>\n<p>\u4ee5\u4e0a\uff0c\u5c31\u662fHinton\u6700\u65b0\u7684\u8bbf\u8c08\u548c\u89c2\u70b9\u3002<\/p>\n<p>\u4f46\u5982\u679c\u8fde\u70b9\u6210\u7ebf\uff0c\u8fd8\u662f\u4f1a\u53d1\u73b0\u8f9b\u987f\u8001\u7237\u5b50\u5bf9AI\u4e0e\u4eba\u7c7b\u7684\u5173\u7cfb\uff0c\u968f\u7740AI\u8fdb\u5c55\u548c\u80fd\u529b\u6d8c\u73b0\uff0c\u4e0d\u65ad\u53d1\u751f\u7740\u6539\u53d8\u3002<\/p>\n<p>\u5982\u679c\u628a\u65f6\u95f4\u62e8\u56de\u5341\u5e74\u524d\uff0c\u4ed6\u5bf9AI\u7684\u770b\u6cd5\u5176\u5b9e\u8fdc\u6ca1\u6709\u4eca\u5929\u8fd9\u4e48\u6fc0\u8fdb\u3002<\/p>\n<p>\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u9769\u547d\u6700\u91cd\u8981\u7684\u63a8\u52a8\u8005\uff0c\u4ed6\u957f\u671f\u76f8\u4fe1\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u6a21\u62df\u4eba\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u4f46\u90a3\u65f6\u7684AI\u4ecd\u7136\u53ea\u662f<strong>\u5de5\u5177<\/strong>\u3002<\/p>\n<p>\u5b83\u4eec\u53ef\u4ee5\u8bc6\u522b\u56fe\u50cf\u3001\u7406\u89e3\u8bed\u97f3\u3001\u8f85\u52a9\u533b\u751f\u8bca\u65ad\u75be\u75c5\uff0c\u5374\u4ecd\u7136\u662f\u4eba\u7c7b\u80fd\u529b\u7684\u5ef6\u4f38\u3002<\/p>\n<p>\u4eba\u7c7b\u8d1f\u8d23\u5236\u5b9a\u76ee\u6807\uff0c\u673a\u5668\u8d1f\u8d23\u6267\u884c\u4efb\u52a1\uff0c\u4e24\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\u7c7b\u4f3c\u4e8e\u84b8\u6c7d\u673a\u3001\u7535\u529b\u548c\u4e92\u8054\u7f51\u3002<\/p>\n<p>\u800c\u771f\u6b63\u7684\u8f6c\u6298\u53d1\u751f\u5728<a href=\"https:\/\/www.alphaseek.cn\/?tag=chatgpt\" title=\"View all posts in ChatGPT\" target=\"_blank\" class=\"tag_link\">ChatGPT<\/a>\u51fa\u73b0\u4e4b\u540e\u3002<\/p>\n<p>\u968f\u7740\u5927\u6a21\u578b\u5c55\u73b0\u51fa\u524d\u6240\u672a\u6709\u7684\u8bed\u8a00\u7406\u89e3\u3001\u63a8\u7406\u548c\u77e5\u8bc6\u8fc1\u79fb\u80fd\u529b\uff0cHinton\u5f00\u59cb\u610f\u8bc6\u5230\u4e00\u4ef6\u4e8b\uff1a<\/p>\n<p>\u6211\u4eec\u53ef\u80fd\u6b63\u5728\u521b\u9020\u5386\u53f2\u4e0a\u7b2c\u4e00\u79cd\u667a\u529b\u6c34\u5e73\u80fd\u591f\u6301\u7eed\u903c\u8fd1\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u7684\u5b58\u5728\u3002<\/p>\n<p>2023\u5e74\u79bb\u5f00\u8c37\u6b4c\u540e\uff0c\u4ed6\u51e0\u4e4e\u628a\u5168\u90e8\u7cbe\u529b\u6295\u5165\u5230\u4e86AI\u98ce\u9669\u8ba8\u8bba\u4e4b\u4e2d\u3002<\/p>\n<p>\u90a3\u6bb5\u65f6\u95f4\uff0c\u4ed6\u6700\u5e38\u7528\u7684\u6bd4\u55bb\u662f\u4e00\u53ea\u201c<strong>\u8001\u864e\u5e7c\u5d3d\u201d<\/strong>\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/099CD3A8CD069D6AF00D90A8E208A73063C44476_size383_w1080_h944.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\"  \/><\/p>\n<p>\u5b83\u5c31\u50cf\u4e00\u53ea\u53ef\u7231\u7684\u5c0f\u8001\u864e\uff0c\u4f46\u662f\uff0c\u9664\u975e\u4f60\u80fd\u975e\u5e38\u786e\u5b9a\u5b83\u957f\u5927\u540e\u4e0d\u4f1a\u60f3\u8981\u5bb3\u4f60\uff0c\u5426\u5219\u4f60\u5c31\u5e94\u8be5\u62c5\u5fc3\u3002<\/p>\n<p>\u4f46Hinton\u5728\u8fd9\u4e2a\u65f6\u671f\u7684\u91cd\u70b9\uff0c\u8fd8\u662f\u6211\u4eec\u8981\u5982\u4f55\u63a7\u5236\u548c\u7ea6\u675fAI\u3002<\/p>\n<p>\u4ed6\u751a\u81f3\u70b9\u540d\u6279\u8bc4\u51e0\u5bb6AI\u5de8\u5934\uff0c\u5bf9AI\u5b89\u5168\u7684\u5173\u6ce8\u8fdc\u8fdc\u4e0d\u591f\u3002<\/p>\n<p>\u5728Hinton\u7684\u7c7b\u6bd4\u4e2d\uff0c\u5f00\u59cb\u51fa\u73b0\u4e86<strong>\u6bcd\u4eb2\u4e0e\u5a74\u513f<\/strong>\u7684\u8bf4\u6cd5\uff0c\u4e00\u5f00\u59cb\u4eba\u7c7b\u662f\u6bcd\u4eb2\uff0c\u9700\u8981\u5bf9AI\u6709\u4ef7\u503c\u89c2\u548c\u4f26\u7406\u4e0a\u7684\u5f15\u5bfc\uff0c\u8981\u6253\u9020\u5b89\u5168\u7684AI\u3002<\/p>\n<p>\u4ed6\u547c\u5401\u66f4\u591a\u56fd\u5bb6\u548c\u4ea7\u5b66\u7814\u529b\u91cf\uff0c\u4e00\u8d77\u52a0\u5165\u8fdb\u6765\uff0c\u4e0d\u8981\u4e3a\u5377\u800c\u5377\uff0c\u4e0d\u7136\u540e\u679c\u4e0d\u582a\u8bbe\u60f3\u2026<\/p>\n<p>\u4f46\u662f\u5230\u4e86\u53bb\u5e74\uff0cHinton\u7684\u7c7b\u6bd4\u6709\u4e86\u8d28\u53d8\u2014\u2014<\/p>\n<p>AI\u662f\u66f4\u5f3a\u7684\u6bcd\u4eb2\uff0c\u4eba\u7c7b\u662f\u5f31\u5c0f\u7684\u5a74\u513f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/7602358D88E5A85E575E1756238894D829CCB7FB_size105_w1080_h373.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"Hinton\u5439\u54e8\u4e86\uff1aAI\u5df2\u7ecf\u6709\u610f\u8bc6\"  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