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\u4e00\u76f4\u4ee5\u6765\uff0c\u5b66\u754c\u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u751f\u5b58\u6027\u98ce\u9669\u5c1a\u65e0\u5b9a\u8bba\uff0c<\/span>\u4eba\u5de5\u667a\u80fd\u300c\u6027\u5584\u8bba\u300d\u662f\u5426\u6210\u7acb\uff1f\u300c\u8d85\u7ea7\u667a\u80fd\u300d\u662f\u5426\u4f1a\u8131\u79bb\u4eba\u7c7b\u63a7\u5236\uff0c\u4ea7\u751f\u4f24\u5bb3\u4eba\u7c7b\u7684\u76ee\u6807\uff1f\u4eba\u7c7b\u662f\u5426\u4f1a\u4ece\u4eba\u5de5\u667a\u80fd\u624b\u4e2d\u5931\u53bb\u5bf9\u672a\u6765\u7684\u63a7\u5236\u6743\uff1f<\/span><\/strong><\/span><\/section>\n
\u4e0a\u6708\uff0c\u4e24\u4f4d\u6df1\u5ea6\u5b66\u4e60\u6cf0\u6597Yann LeCun\u3001Yoshua Bengio\uff0c\u4ee5\u53ca\u672a\u6765\u751f\u547d\u7814\u7a76\u6240\u521b\u59cb\u4ebaMax Tegmark\u548c\u5723\u5854\u83f2\u7814\u7a76\u6240\u6559\u6388Melanie Mitchell\uff0c\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\u8fdb\u884c\u4e86\u9488\u950b\u76f8\u5bf9\u7684\u601d\u8fa8\uff0c\u573a\u9762\u5341\u5206\u6fc0\u70c8\u3002\u667a\u6e90\u793e\u533a\u6574\u7406\u4e86\u6838\u5fc3\u89c2\u70b9\uff0c\u4ee5\u98e8\u8bfb\u8005\u3002<\/span><\/section>\n
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Bengio\uff1a\u6211\u8981\u91cd\u65b0\u8c03\u6574\u6211\u7684\u7814\u7a76\u65b9\u5411\uff0c\u8981\u4e48\u7814\u7a76\u975e\u5e38\u5b89\u5168\u7684\u5e94\u7528\uff08\u6bd4\u5982\u7814\u7a76\u533b\u7597\u4fdd\u5065\u548c\u73af\u5883\uff09\uff0c\u8981\u4e48\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u7684\u5b89\u5168\uff0c\u4ee5\u51c6\u5907\u548c\u9884\u9632\u53ef\u80fd\u53d1\u751f\u7684\u5371\u5bb3\u3002<\/span><\/li>\n
Bengio\uff1a\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5982\u4f55\u5236\u9020\u51fa\u4e00\u53f0\u5b8c\u5168\u6309\u4eba\u7c7b\u610f\u613f\u5de5\u4f5c\u7684\u8ba1\u7b97\u673a\uff0c\u6211\u4eec\u751a\u81f3\u4e0d\u80fd\u7528\u8ba1\u7b97\u673a\u80fd\u786e\u5207\u7406\u89e3\u7684\u65b9\u5f0f\u6e05\u6670\u8868\u8fbe\u6211\u4eec\u7684\u610f\u613f\u3002\u8ba1\u7b97\u673a\u8fd8\u53ef\u80fd\u4f1a\u4e3a\u4e86\u7ef4\u6301\u5176\u5b58\u7eed\u800c\u505a\u4e00\u4e9b\u53e6\u5916\u7684\u4e8b\u60c5\u3002<\/span><\/li>\n
Bengio\uff1a\u4eba\u7c7b\u9762\u4e34\u7684\u751f\u5b58\u98ce\u9669\u5e76\u4e0d\u4e00\u5b9a\u662f\u88ab\u6bc1\u706d\uff0c\u4e5f\u53ef\u80fd\u662f\u88ab\u5265\u593a\u4e86\u63a7\u5236\u7684\u6743\u5229\uff0c\u65e0\u6cd5\u63a7\u5236\u4eba\u7c7b\u81ea\u5df1\u7684\u547d\u8fd0\u3002<\/span><\/li>\n
Lecun\uff1a\u4e0d\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u53cd\u800c\u300c\u6709\u98ce\u9669\u300d\u3002\u4eba\u5de5\u667a\u80fd\u4f1a\u8d4b\u4e88\u6211\u4eec\u6743\u529b\uff0c\u5c31\u50cf\u6709\u4e00\u7fa4\u975e\u5e38\u806a\u660e\u7684\u4eba\u4e3a\u4f60\u5de5\u4f5c\u3002\u8fd9\u662f\u6211\u4eec\u8fd9\u4e00\u4ee3\u4eba\u7684\u6587\u827a\u590d\u5174\uff01<\/span><\/li>\n
Lecun\uff1a\u6bcf\u6b21\u51fa\u73b0\u6280\u672f\u8fdb\u6b65\u751a\u81f3\u6587\u5316\u9769\u547d\u7684\u65f6\u5019\uff0c\u4eba\u4eec\u90fd\u4f1a\u6709\u8fd9\u6837\u7684\u8bba\u70b9\uff1a\u7235\u58eb\u4e50\u5c06\u4f1a\u6467\u6bc1\u793e\u4f1a\u3001\u5370\u5237\u673a\u5c06\u4f1a\u6467\u6bc1\u793e\u4f1a\u3002\u800c\u4e8b\u5b9e\u4e0a\uff0c\u542f\u8499\u8fd0\u52a8\u50ac\u751f\u4e86\u54f2\u5b66\uff0c\u79d1\u5b66\uff0c\u7406\u6027\u4e3b\u4e49\u3002<\/span><\/li>\n
Lecun\uff1a\u5982\u679c\u574f\u4eba\u53ef\u4ee5\u4f7f\u7528 AI \u505a\u574f\u4e8b\uff0c\u90a3\u4e48\u5c31\u4f1a\u6709\u66f4\u591a\u7684\u597d\u4eba\u53ef\u4ee5\u4f7f\u7528\u540c\u6837\u66f4\u5f3a\u5927\u7684 AI \u6765\u5bf9\u6297\u5b83\u3002<\/span><\/li>\n
Lecun\uff1a\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u6709\u4e3b\u5bb0\u4e16\u754c\u6216\u7834\u574f\u7684\u6b32\u671b\u662f\u5b8c\u5168\u9519\u8bef\u7684\u3002\u5728\u4eba\u7c7b\u4e2d\uff0c\u6700\u806a\u660e\u7684\u4eba\u4e0d\u4e00\u5b9a\u60f3\u6210\u4e3a\u9886\u5bfc\u8005\u3002\u8fd9\u79cd\u652f\u914d\u6b32\u4e0e\u4eba\u7c7b\u7684\u672c\u6027\u5bc6\u5207\u76f8\u5173\u3002<\/span><\/li>\n
Max\uff1a\u5bf9\u4e8e\u50cf\u55b7\u6c14\u53d1\u52a8\u673a\u548c\u8f83\u5f31\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6765\u8bf4\uff0c\u8fed\u4ee3\u6539\u8fdb\u7684\u8def\u7ebf\u662f\u53ef\u884c\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u5c1d\u8bd5\u591a\u6b21\u3002\u4f46\u5bf9\u4e8e\u50cf\u6838\u51ac\u5929\u6216\u6211\u4eec\u53ef\u80fd\u5b8c\u5168\u5931\u53bb\u63a7\u5236\u7684\u672a\u6765\u4eba\u5de5\u667a\u80fd\u8fd9\u6837\u5f3a\u5927\u7684\u6280\u672f\uff0c\u300c\u8fed\u4ee3\u6539\u8fdb\u300d\u5e76\u4e0d\u53ef\u884c\uff0c\u6211\u4eec\u53ea\u6709\u4e00\u6b21\u673a\u4f1a\u3002<\/span><\/li>\n
Max\uff1a\u673a\u5668\u4f1a\u5fe0\u5b9e\u9075\u5b88\u4eba\u7c7b\u8bbe\u5b9a\u7684\u76ee\u6807\u3002\u4f46\u8fd9\u8be5\u76ee\u6807\u4e0e\u4eba\u7c7b\u7684\u8bc9\u6c42\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002<\/span><\/li>\n
Max\uff1a\u73b0\u5728\uff0c\u79d1\u6280\u529b\u91cf\u7684\u589e\u957f\u901f\u5ea6\u6bd4\u5b89\u5168\u7814\u7a76\u3001\u534f\u8c03\u7814\u7a76\u548c\u5236\u5b9a\u6b63\u786e\u653f\u7b56\u7684\u901f\u5ea6\u8981\u5feb\u3002<\/span><\/li>\n
Max\uff1a\u300c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u300d\u5c06\u4f1a\u5f88\u5feb\u5230\u6765\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5b83\u662f\u5426\u4f1a\u5265\u593a\u4eba\u7c7b\u7684\u6743\u5229\u3002\u8ba9\u6211\u4eec\u4fdd\u6301\u8c26\u900a\uff01<\/span><\/li>\n
Melanie\uff1a\u5938\u5927\u6240\u8c13\u7684\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u751f\u5b58\u5a01\u80c1\u4f1a\u8ba9\u6211\u4eec\u7684\u96c6\u4f53\u6ce8\u610f\u529b\u8fdc\u79bb\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u5e26\u6765\u7684\u771f\u6b63\u7684\u4f24\u5bb3\u548c\u98ce\u9669\u3002<\/span><\/li>\n
Melanie\uff1a\u73b0\u5728\u5927\u5bb6\u559c\u6b22\u7528\u300c\u8d85\u7ea7\u667a\u80fd\u300d\u8fd9\u4e2a\u8bcd\u6765\u5f62\u5bb9\u6bd4\u4eba\u7c7b\u66f4\u806a\u660e\u7684\u673a\u5668\uff0c\u4f46\u6211\u4eec\u5e76\u6ca1\u6709\u771f\u6b63\u60f3\u6e05\u695a\u8fd9\u4e2a\u8bcd\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/span><\/li>\n
Melanie\uff1a\u6211\u4eec\u73b0\u5728\u8c08\u8bba\u300c\u8d85\u7ea7\u667a\u80fd\u300d\uff0c\u662f\u57fa\u4e8e\u67d0\u79cd\u76f4\u89c9\u7684\u8054\u60f3\uff0c\u5047\u8bbe\u8fd9\u4e9b\u7cfb\u7edf\u5f88\u5bb9\u6613\u5efa\u7acb\u8d77\u6765\uff0c\u4f46\u76ee\u524d\u5e76\u6ca1\u6709\u8db3\u591f\u7684\u79d1\u5b66\u8bc1\u636e\u80fd\u8bc1\u660e\u8fd9\u4e00\u70b9\u3002<\/span><\/li>\n<\/ul>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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Max Tegmark \u5f00\u573a\u6f14\u8bb2<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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Max Tegmark\u00a0<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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\u5b87\u5b99\u5b66\u5bb6\uff0c\u73b0\u4efb\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7269\u7406\u5b66\u7ec8\u8eab\u6559\u6388\u3001\u57fa\u7840\u95ee\u9898\u7814\u7a76\u6240\u79d1\u5b66\u4e3b\u4efb\uff1b\u751f\u547d\u672a\u6765\u7814\u7a76\u6240\u521b\u59cb\u4eba\u4e4b\u4e00\u3002\u4ee3\u8868\u4f5c\u300aLife 3.0\u300b\u3001\u300aLife 3.0 Our Mathematical Universe\u300b\u7b49\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u6280\u672f\u53ef\u4ee5\u7528\u6765\u884c\u5584\uff0c\u4e5f\u53ef\u4ee5\u88ab\u7528\u6765\u4f5c\u6076\u3002\u968f\u7740\u5176\u80fd\u529b\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u610f\u5473\u7740\u5bf9\u793e\u4f1a\u9020\u6210\u7684\u635f\u5bb3\u53ef\u80fd\u4e5f\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u56de\u5230\u77f3\u5668\u65f6\u4ee3\uff0c\u4e00\u5757\u77f3\u5934\u80fd\u6740\u6b7b5\u4e2a\u4eba\u3002300 \u5e74\u524d\uff0c\u4e00\u679a\u70b8\u5f39\u53ef\u4ee5\u6467\u6bc1 100 \u4e2a\u4eba\u30021945 \u5e74\uff0c\u51e0\u679a\u6838\u5f39\u5e26\u8d70\u4e86 25 \u4e07\u4eba\u7684\u751f\u547d\u3002\u800c\u5982\u679c\u300c\u6838\u51ac\u5929\u300d\u5230\u6765\u8d85\u8fc7 50 \u4ebf\u4eba\u5c06\u6d88\u5931\u3002\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u6467\u6bc1\u5168\u4e16\u754c 60% \u7684\u4eba\u53e3\u3002\u7136\u800c\uff0c\u8d85\u7ea7\u667a\u80fd\u5c06\u6bd4\u4e0a\u8ff0\u4efb\u4f55\u4e00\u79cd\u6280\u672f\u90fd\u5f3a\u5927\u5f97\u591a\uff0c\u5b83\u53ef\u4ee5\u8f7b\u6613\u6bc1\u706d\u5168\u90e8\u4eba\u7c7b\u3002<\/span><\/section>\n
\u6211\u5728\u8fd9\u91cc\u5f15\u7528\u4e86\u6211\u7684\u670b\u53cbJohn Lacoon\u7684\u4e00\u6761\u63a8\u6587\uff0c\u4ed6\u8bf4\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u5b89\u5168\uff0c\u5c31\u50cf\u6bcf\u4e00\u9879\u65b0\u6280\u672f\u4e00\u6837\u3002\u8fd9\u5c06\u662f\u4e00\u4e2a\u8fed\u4ee3\u6539\u8fdb\u7684\u8fc7\u7a0b\u3002<\/span><\/section>\n
\u6211\u8ba4\u4e3a\uff0c\u5bf9\u4e8e\u50cf\u55b7\u6c14\u53d1\u52a8\u673a\u548c\u8f83\u5f31\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6765\u8bf4\uff0c\u8fed\u4ee3\u6539\u8fdb\u7684\u8def\u7ebf\u662f\u53ef\u884c\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u5c1d\u8bd5\u591a\u6b21\u3002\u4f46\u5bf9\u4e8e\u50cf\u6838\u51ac\u5929\u6216\u6211\u4eec\u53ef\u80fd\u5b8c\u5168\u5931\u53bb\u63a7\u5236\u7684\u672a\u6765\u4eba\u5de5\u667a\u80fd\u8fd9\u6837\u5f3a\u5927\u7684\u6280\u672f\uff0c\u300c\u8fed\u4ee3\u6539\u8fdb\u300d\u5e76\u4e0d\u53ef\u884c\uff0c\u6211\u4eec\u53ea\u6709\u4e00\u6b21\u673a\u4f1a\u3002<\/span><\/strong><\/span><\/section>\n
\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u6bd4\u6240\u6709\u5176\u5b83\u6280\u672f\u66f4\u5f3a\u5927\u3002\u6839\u636e\u5b9a\u4e49\uff0c\u5b83\u53ef\u4ee5\u5b8c\u6210\u6240\u6709\u4eba\u7c7b\u80fd\u505a\u7684\u4e8b\u60c5\uff0c\u800c\u4e14\u505a\u5f97\u66f4\u597d\uff08\u4f8b\u5982\uff0c\u96c7\u4f63\u5458\u5de5\u3001\u521b\u529e\u516c\u53f8\u3001\u5236\u9020\u673a\u5668\u4eba\u3001\u505a\u79d1\u5b66\u7814\u7a76\uff09\u3002\u5b83\u751a\u81f3\u53ef\u4ee5\u7814\u7a76\u5982\u4f55\u5236\u9020\u66f4\u5f3a\u5927\u7684\u751f\u7269\u6b66\u5668\uff0c\u5236\u9020\u66f4\u667a\u80fd\u7684\u7cfb\u7edf\u3002\u6240\u4ee5\uff0c\u5b83\u53ef\u4ee5\u9012\u5f52\u5730\u81ea\u6211\u6539\u8fdb\u3002\u5b83\u8fd8\u80fd\u505a\u4eba\u7c7b\u6839\u672c\u505a\u4e0d\u5230\u7684\u4e8b\u60c5\uff0c\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u590d\u5236\u81ea\u5df1\u3002\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u7684\u601d\u8003\u901f\u5ea6\u53ef\u80fd\u6bd4\u4eba\u7c7b\u7814\u7a76\u5458\u5feb\u6210\u767e\u4e0a\u5343\u500d\uff0c\u5b83\u53ef\u4ee5\u5728 9 \u4e2a\u5c0f\u65f6\u5185\u5b8c\u6210\u4eba\u7c7b\u6570\u5e74\u624d\u80fd\u5b8c\u6210\u7684\u7814\u7a76\u3002\u5047\u8bbe\u6709\u4e00\u767e\u4e07\u4e2a\u8fd9\u6837\u7684\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\uff0c\u4e00\u65e6\u5176\u4e2d\u4e00\u53f0\u673a\u5668\u53d1\u73b0\u4e86\u65b0\u4e1c\u897f\uff0c\u5b83\u5c31\u80fd\u7acb\u5373\u4e0e\u6240\u6709\u673a\u5668\u5206\u4eab\u65b0\u6280\u80fd\u3002\u6700\u540e\uff0c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u7f3a\u4e4f\u4eba\u7c7b\u7684\u60c5\u611f\u6216\u540c\u7406\u5fc3\u3002<\/span><\/section>\n
\u90a3\u4e48\uff0c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u4e3a\u4ec0\u4e48\u4f1a\u6709\u4f24\u5bb3\u4eba\u7c7b\u7684\u76ee\u6807\u5462?<\/span><\/section>\n
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\u9996\u5148\uff0c<\/span><\/strong>\u673a\u5668\u4f1a\u5fe0\u5b9e\u9075\u5b88\u4eba\u7c7b\u8bbe\u5b9a\u7684\u76ee\u6807\u3002\u4f46\u8fd9\u8be5\u76ee\u6807\u4e0e\u4eba\u7c7b\u7684\u8bc9\u6c42\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002<\/strong><\/span>\u4eba\u7c7b\u66fe\u7ecf\u4ee5\u76f8\u540c\u65b9\u5f0f\u6d88\u706d\u5176\u5b83\u7269\u79cd\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u5e76\u6ca1\u6709\u6545\u610f\u8981\u706d\u7edd\u897f\u975e\u9ed1\u7280\u725b\uff0c\u4f46\u6709\u4e00\u4e9b\u4eba\u8ba4\u4e3a\u5403\u4e86\u78e8\u788e\u7684\u7280\u725b\u89d2\u5c31\u80fd\u8c03\u7406\u8eab\u4f53\uff0c\u8fd9\u4e00\u76ee\u6807\u9020\u6210\u4e86\u8be5\u7269\u79cd\u7684\u706d\u7edd\u3002<\/span><\/span><\/section>\n
\u7b2c\u4e8c\uff0c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u53ef\u80fd\u88ab\u6076\u610f\u4f7f\u7528\u3002<\/span><\/strong>Yann LeCun \u8bf4\uff1a\u6211\u4eec\u663e\u7136\u6c38\u8fdc\u4e0d\u4f1a\u8bbe\u8ba1\u51fa\u5177\u6709\u8fd9\u79cd\u76ee\u6807\u7684\u4eba\u5de5\u667a\u80fd\u3002\u4f46\u95ee\u9898\u662f\uff0c\u300c\u6211\u4eec\u300d\u662f\u8c01\uff1f\u5982\u679c\u6709\u67d0\u79cd\u8d85\u7ea7\u5f3a\u5927\u7684\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\uff0c\u5c45\u5fc3\u53f5\u6d4b\u7684\u4eba\u53ef\u80fd\u4f1a\u4f7f\u7528\u5b83\u3002\u6b64\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u5b8c\u5168\u670d\u4ece\u5176\u4e3b\u4eba\uff0c\u4ece\u8fd9\u4e2a\u610f\u4e49\u4e0a\u8bf4\uff0c\u5b83\u88ab\u8bef\u8ba4\u4e3a\u662f\u300c\u5b89\u5168\u300d\u7684\u3002\u4f46\u4ecd\u7136\u4f1a\u9020\u6210\u60e8\u5267\u548c\u707e\u96be\u3002<\/span><\/span><\/section>\n
\u7b2c\u4e09\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u8f93\u6389\u4e0e AI \u7684\u7ade\u4e89\u3002<\/span><\/strong>\u6839\u636e\u5b9a\u4e49\uff0c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u66f4\u597d\u5730\u5b8c\u6210\u6240\u6709\u4eba\u7c7b\u7684\u5de5\u4f5c\u3002\u7528\u4eba\u5de5\u667a\u80fd\u53d6\u4ee3\u4eba\u529b\u7684\u516c\u53f8\u4f1a\u6dd8\u6c70\u4e0d\u8fd9\u4e48\u505a\u7684\u516c\u53f8\u3002\u751a\u81f3\u6211\u4eec\u8fd8\u4f1a\u8ba9\u4eba\u5de5\u667a\u80fd\u8fdb\u884c\u51b3\u7b56\u3002\u90a3\u4e9b\u7528\u4eba\u5de5\u667a\u80fd\u505a CEO \u7684\u516c\u53f8\u4f1a\u51fb\u8d25\u62e5\u6709\u4eba\u7c7b CEO \u7684\u516c\u53f8\u3002\u6211\u4eec\u6700\u7ec8\u4f1a\u81ea\u613f\u5730\u5c06\u8d8a\u6765\u8d8a\u591a\u7684\u6743\u5229\u4ea4\u7ed9\u4eba\u5de5\u667a\u80fd\uff0c\u5c06\u63a7\u5236\u6743\u4ea4\u7ed9\u4e86\u4e0d\u9700\u8981\u4eba\u7c7b\u6240\u4efb\u4f55\u4e8b\u7684\u673a\u5668\uff0c\u4ece\u800c\u5931\u6389\u4e86\u4eba\u7c7b\u81ea\u5df1\u7684\u672a\u6765\u3002\u8fd9\u592a\u7cdf\u7cd5\u4e86\uff01<\/span><\/span><\/section>\n
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Lecun \u5f00\u573a\u6f14\u8bb2<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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Yann LeCun<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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FAIR \u9996\u5e2dAI\u79d1\u5b66\u5bb6\uff0c\u7ebd\u7ea6\u5927\u5b66\u7ec8\u8eab\u6559\u6388\uff0cFacebook\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u8d1f\u8d23\u4eba\uff0c\u66fe\u83b7\u201c\u795e\u7ecf\u7f51\u7edc\u5148\u950b\u5956\u201d\u3002\u540c\u65f6\u662f\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u9662\u3001\u7f8e\u56fd\u56fd\u5bb6\u5de5\u7a0b\u9662\u548c\u6cd5\u56fd\u79d1\u5b66\u9662\u7684\u9662\u58eb\u30022018\u5e74\u56fe\u7075\u5956\u5f97\u4e3b\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u6211\u4eec\u8ddd\u79bb\u5b9e\u73b0\u4eba\u7c7b\u7ea7\u522b\u7684 AI \u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u76ee\u524d\uff0c\u6211\u4eec\u6709\u53ef\u4ee5\u901a\u8fc7\u53f8\u6cd5\u8003\u8bd5\u7684\u7cfb\u7edf\uff0c\u4f46\u4efb\u4f55\u4e00\u4e2a 10 \u5c81\u7684\u5b69\u5b50\u90fd\u80fd\u5728\u51e0\u5206\u949f\u5185\u5b66\u4f1a\u6e05\u7406\u9910\u684c\uff0c\u4efb\u4f55\u4e00\u4e2a 17\u5c81 \u7684\u5b69\u5b50\u90fd\u53ef\u4ee5\u5728\u63a5\u53d7\u5927\u7ea6 20 \u4e2a\u5c0f\u65f6\u7684\u8bad\u7ec3\u540e\u5b66\u4f1a\u5f00\u8f66\u3002\u81f3\u4eca\uff0c\u6211\u4eec\u4ecd\u7136\u6ca1\u6709\u7814\u53d1\u51fa\u5bb6\u7528\u673a\u5668\u4eba\u548c L5 \u7ea7\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u3002<\/span><\/section>\n
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\u8bb8\u591a\u4eba\u53ef\u80fd\u4f7f\u7528\u8fc7 ChatGPT \u7b49\u81ea\u56de\u5f52\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u4f1a\u7f16\u9020\u4e0d\u5b58\u5728\u7684\u4e8b\u5b9e\uff0c\u7f3a\u4e4f\u63a8\u7406\u3001\u89c4\u5212\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u6ca1\u6709\u7406\u89e3\u771f\u5b9e\u4e16\u754c\uff0c\u7eaf\u7cb9\u662f\u901a\u8fc7\u6587\u672c\u6765\u8bad\u7ec3\u7684\uff0c\u800c\u4eba\u7c7b\u7684\u5927\u90e8\u5206\u77e5\u8bc6\u90fd\u4e0e\u6587\u672c\u6216\u8bed\u8a00\u65e0\u5173\u3002\u5982\u679c\u672a\u6765\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u662f\u57fa\u4e8e\u540c\u6837\u7684\u84dd\u56fe\uff0c\u90a3\u8fd9\u6837\u7684\u7cfb\u7edf\u53ef\u80fd\u662f\u5371\u9669\u7684\u3002\u800c\u6211\u8ba4\u4e3a\uff0c\u6211\u4eec\u5728\u4e94\u5e74\u5185\u5c06\u4e0d\u518d\u4f7f\u7528\u8fd9\u6837\u7684\u7cfb\u7edf\u3002<\/span><\/section>\n
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\u6211\u4eec\u6b63\u5904\u5728\u6289\u62e9\u7684\u5c94\u8def\u53e3\uff0c\u662f\u8981\u628a\u4eba\u5de5\u667a\u80fd\u5f53\u4f5c\u6b66\u5668\u4e00\u6837\u9501\u8d77\u6765\uff0c\u8fd8\u662f\u5f00\u653e\u9762\u5bf9\uff1f\u6211\u8ba4\u4e3a\uff0c\u4eba\u5de5\u667a\u80fd\u5c06\u4e3a\u4eba\u7c7b\u5f00\u8f9f\u4e00\u4e2a\u65b0\u7684\u65f6\u4ee3\uff0c\u8fd9\u662f\u65b0\u7684\u6587\u827a\u590d\u5174\uff0c\u65b0\u7684\u542f\u8499\u65f6\u4ee3\uff0c\u6bcf\u4e2a\u4eba\u90fd\u4f1a\u56e0\u6b64\u53d8\u5f97\u66f4\u806a\u660e\u3002<\/span><\/section>\n
\u6211\u5bf9\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u6301\u79ef\u6781\u6001\u5ea6\uff0c\u627e\u5230\u4f7f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5b89\u5168\u7684\u65b9\u6cd5\u5c06\u662f\u4e00\u9879\u8270\u5de8\u7684\u5de5\u7a0b\uff0c\u5de5\u7a0b\u96be\u5ea6\u5f88\u5927\uff0c\u4f46\u8fd9\u662f\u53ef\u884c\u7684\u3002<\/span><\/section>\n
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Bengio \u5f00\u573a\u6f14\u8bb2<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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Yoshua Bengio<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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2018\u5e74\u56fe<\/span>\u7075\u5956\u5f97\u4e3b\uff0c\u8499\u7279\u5229\u5c14\u5927\u5b66\u6559\u6388\uff0cMila\u9b41\u5317\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u7684\u521b\u59cb\u4eba\u548c\u79d1\u5b66\u4e3b\u4efb\u3002\u4ed6\u4f5c\u4e3a\u9ad8\u7ea7\u7814\u7a76\u5458\u5171\u540c\u6307\u5bfcCIFAR\u7684\u201c\u673a\u5668\u4e0e\u5927\u8111\u5b66\u4e60\u201d\u9879\u76ee\uff0c\u5e76\u62c5\u4efbIVADO\u79d1\u5b66\u4e3b\u4efb\u3002\u4ed6\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u7684\u793e\u4f1a\u5f71\u54cd\u548c\u4eba\u5de5\u667a\u80fd\u60e0\u53ca\u6240\u6709\u4eba\u7684\u76ee\u6807\uff0c\u79ef\u6781\u4e3a\u300a\u8d1f\u8d23\u4efb\u5730\u53d1\u5c55\u4eba\u5de5\u667a\u80fd\u7684\u8499\u7279\u5229\u5c14\u5ba3\u8a00\u300b\u505a\u51fa\u8d21\u732e\uff0c\u4ed6\u8fd8\u662f\u82f1\u56fd\u4f26\u6566\u7687\u5bb6\u5b66\u4f1a\u548c\u52a0\u62ff\u5927\u7687\u5bb6\u5b66\u4f1a\u4f1a\u5458\u3002<\/span><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u5927\u8111\u662f\u4e00\u53f0\u751f\u7269\u673a\u5668\uff0c\u795e\u7ecf\u79d1\u5b66\u5bb6\u4eec\u6b63\u52aa\u529b\u7814\u7a76\u4eba\u7c7b\u7684\u5927\u8111\u3002\u6211\u4eec\u53ef\u80fd\u5728\u672a\u6765\u5236\u9020\u51fa\u50cf\u4eba\u7c7b\u4e00\u6837\u806a\u660e\u7684\u673a\u5668\u3002\u6b63\u5982 Hinton \u6240\u8bf4\uff0c\u6a21\u62df\u8ba1\u7b97\u673a\u5728\u8ba1\u7b97\u80fd\u6548\u65b9\u9762\u76f8\u8f83\u4e8e\u6570\u5b57\u8ba1\u7b97\u673a\u6709\u4e00\u5b9a\u4f18\u52bf\uff0c\u901a\u8fc7\u5438\u6536\u5927\u91cf\u6570\u636e\u548c\u5728\u8ba1\u7b97\u673a\u4e4b\u95f4\u9ad8\u901f\u5171\u4eab\u4fe1\u606f\uff0c\u5b83\u4eec\u53ef\u4ee5\u5e76\u884c\u5b66\u4e60\u3002\u6210\u5343\u4e0a\u4e07\u53f0\u7535\u8111\u53ef\u4ee5\u5206\u4eab\u5b83\u4eec\u5b66\u5230\u7684\u77e5\u8bc6\u3002\u73b0\u5728\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u4ee5\u975e\u5e38\u5feb\u901f\u5730\u9605\u8bfb\u6574\u4e2a\u4e92\u8054\u7f51\u4e0a\u7684\u4fe1\u606f\uff0c\u4eba\u7c7b\u5728\u751f\u547d\u4e2d\u65e0\u6cd5\u505a\u5230\u8fd9\u4e00\u70b9\u3002\u56e0\u6b64\uff0c\u5982\u679c\u80fd\u591f\u5236\u9020\u51fa\u4e0e\u6211\u4eec\u62e5\u6709\u76f8\u540c\u667a\u80fd\u539f\u7406\u7684\u673a\u5668\uff0c\u5b83\u4eec\u51ed\u501f\u5176\u81ea\u8eab\u7684\u4f18\u52bf\uff0c\u53ef\u80fd\u4ea7\u751f\u8d85\u8d8a\u4eba\u7c7b\u7684\u80fd\u529b\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
\u8fd9\u4e00\u5929\u4f55\u65f6\u4f1a\u5230\u6765\u5462\uff1fHinton\u3001LeCun \u548c\u6211\u90fd\u8ba4\u4e3a\u8fd9\u4e00\u5929\u5230\u6765\u7684\u65f6\u95f4\u5927\u7ea6\u5728\u51e0\u5e74\u5230\u51e0\u5341\u5e74\uff0c\u4f46\u8fd9\u4e00\u5929\u7ec8\u7a76\u4f1a\u5230\u6765\uff0c\u5e76\u5b58\u5728\u4e00\u5b9a\u98ce\u9669\u3002\u5982\u4eca\uff0cChatGPT\u3001GPT-4 \u7b49\u5f3a\u5927\u7684\u6a21\u578b\u53d1\u5e03\u4e86\uff0c\u5b83\u4eec\u901a\u8fc7\u4e86\u56fe\u7075\u6d4b\u8bd5\uff0c\u52a0\u901f\u4e86\u8fd9\u4e00\u5929\u7684\u5230\u6765\u3002<\/span><\/section>\n
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\u4e00\u65e6\u5236\u9020\u8fd9\u4e9b\u7cfb\u7edf\u7684\u65b9\u6cd5\uff0c\u53c2\u6570\u3001\u6743\u91cd\u88ab\u53ef\u4ee5\u88ab\u4e0b\u8f7d\uff0c\u4e00\u4e9b\u5c45\u5fc3\u53f5\u6d4b\u7684\u4eba\u53ef\u4ee5\u7ed9\u4e0b\u6307\u4ee4\uff0c\u4ea7\u751f\u5de8\u5927\u7684\u5371\u5bb3\u3002\u60f3\u8c61\u4e00\u4e0b\uff0c\u6bd4\u6211\u4eec\u806a\u660e\u5f88\u591a\u500d\u7684\u7cfb\u7edf\u53ef\u4ee5\u6253\u8d25\u6211\u4eec\u7684\u7f51\u7edc\u5b89\u5168\u4f53\u7cfb\uff0c\u53ef\u4ee5\u96c7\u4f63\u6709\u7ec4\u7ec7\u7684\u72af\u7f6a\u5206\u5b50\u7834\u574f\u793e\u4f1a\u79e9\u5e8f\uff0c\u53ef\u4ee5\u5408\u6cd5\u5730\u96c7\u4f63\u4eba\u5728\u7f51\u4e0a\u5de5\u4f5c\uff0c\u53ef\u4ee5\u5f00\u8bbe\u94f6\u884c\u8d26\u6237\uff0c\u53ef\u4ee5\u901a\u8fc7\u4e92\u8054\u7f51\u505a\u5404\u79cd\u5404\u6837\u7684\u4e8b\u60c5\u3002<\/span><\/section>\n
\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u4e00\u65e6\u673a\u5668\u6709\u4e86\u81ea\u6211\u4fdd\u62a4\u7684\u76ee\u6807\uff0c\u4f1a\u5bf9\u4eba\u7c7b\u9020\u6210\u4e00\u4e9b\u9ebb\u70e6\u3002\u4eba\u7c7b\u6709\u6c42\u751f\u7684\u672c\u80fd\uff0c\u5982\u679c\u673a\u5668\u4e0d\u5e0c\u671b\u88ab\u4eba\u5173\u6389\uff0c\u5b83\u4eec\u5c31\u4f1a\u8bd5\u56fe\u63a7\u5236\u73af\u5883\u3001\u63a7\u5236\u4eba\u7c7b\u3002\u4eba\u7c7b\u9762\u4e34\u7684\u751f\u5b58\u98ce\u9669\u5e76\u4e0d\u4e00\u5b9a\u662f\u88ab\u6bc1\u706d\uff0c\u4e5f\u53ef\u80fd\u662f\u88ab\u5265\u593a\u4e86\u63a7\u5236\u7684\u6743\u5229\uff0c\u65e0\u6cd5\u63a7\u5236\u4eba\u7c7b\u81ea\u5df1\u7684\u547d\u8fd0\u3002<\/strong><\/span><\/span><\/section>\n
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\u6211\u6b63\u8bd5\u56fe\u6536\u96c6\u4e0a\u56fe\u6240\u793a\u7684\u95ee\u9898\u7684\u8bc4\u8bba\uff1a\u4eba\u7c7b\u662f\u5426\u603b\u662f\u4ece\u6280\u672f\u4e2d\u53d7\u76ca\uff1f\u4e0d\u5e78\u7684\u662f\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u8fd8\u6ca1\u6709\u88ab\u8fd9\u4e9b\u89c2\u70b9\u6240\u8bf4\u670d\u3002<\/span><\/section>\n
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Melanie Mitchell \u5f00\u573a\u6f14\u8bb2<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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Melanie Mitchell<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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2010\u5e74\u83b7\u5f97Phi Beta Kappa\u79d1\u5b66\u5956\uff0c2022\u83b7\u5f97\u8d6b\u4f2f\u7279\u00b7\u897f\u8499\u5956\u3002\u6ce2\u7279\u5170\u5dde\u7acb\u5927\u5b66 Portland State University\u8ba1\u7b97\u673a\u79d1\u5b66\u6559\u6388\u3002\u66fe\u5de5\u4f5c\u4e8e\u5723\u5854\u83f2\u7814\u7a76\u6240\uff08Santa Fe Institute\uff09\u548c\u6d1b\u65af\u963f\u62c9\u83ab\u65af\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\uff08Los Alamos National Laboratory\uff09\u3002<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u673a\u5668\u4f1a\u5f15\u53d1\u4eba\u7c7b\u706d\u7edd\u7684\u8bf4\u6cd5\u5728\u4eba\u7c7b\u793e\u4f1a\u7684\u96c6\u4f53\u5fc3\u7406\u4e2d\u7531\u6765\u5df2\u4e45\uff0c\u81ea\u673a\u5668\u53d1\u660e\u4ee5\u6765\u5c31\u4e00\u76f4\u88ab\u4eba\u7c7b\u793e\u4f1a\u6240\u4e89\u8bba\u3002\u90a3\u4e48\uff0c\u8fd9\u4e9b\u6050\u60e7\u662f\u5c5e\u4e8e\u79d1\u5e7b\u5c0f\u8bf4\u548c\u54f2\u5b66\u731c\u6d4b\u7684\u8303\u7574\uff0c\u8fd8\u662f\u73b0\u5b9e\u751f\u6d3b\u4e2d\u771f\u5b9e\u5b58\u5728\u7684\u5a01\u80c1\uff1f\u5728\u6211\u770b\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u77ed\u671f\u5185\u4e0d\u4f1a\u6784\u6210\u8fd9\u6837\u7684\u5a01\u80c1\u3002<\/span><\/section>\n
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\u73b0\u5728\uff0c\u6211\u4eec\u5217\u4e3e\u4e00\u4e9b\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u5b58\u5728\u98ce\u9669\u7684\u60c5\u51b5\uff1a<\/span>\u00a0<\/span><\/span><\/section>\n
\uff081\uff09\u67d0\u79cd\u300c\u90aa\u6076\u300d\u7684\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u51fa\u73b0\uff0c\u5e76\u8bd5\u56fe\u6467\u6bc1\u4eba\u7c7b\u3002\u5728\u53ef\u9884\u89c1\u7684\u672a\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e0d\u4f1a\u50cf\u4eba\u7c7b\u90a3\u6837\u6709\u81ea\u5df1\u7684\u6b32\u671b\u6216\u610f\u56fe\u3002<\/span><\/section>\n
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\u79d1\u5b66\u8ba9\u4eba\u7c7b\u62e5\u6709\u4e86\u6838\u6b66\u5668\uff0c\u4f46\u662f\u4e0d\u5e94\u8be5\u628a\u79d1\u5b66\u672c\u8eab\u79f0\u4e3a\u4e00\u79cd\u98ce\u9669\uff0c\u4e0d\u8ffd\u6c42\u79d1\u5b66\u662f\u4e00\u79cd\u66f4\u5927\u7684\u751f\u5b58\u98ce\u9669\u3002\u5c31\u50cf\u75ab\u82d7\u548c\u5176\u5b83\u6280\u672f\u4e00\u6837\uff0c\u6211\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u5a01\u80c1\u7684\u8bc4\u4f30\u9700\u8981\u5efa\u7acb\u5728\u79d1\u5b66\u57fa\u7840\u4e0a\uff0c\u800c\u4e0d\u662f\u57fa\u4e8e\u7ecf\u9a8c\u6570\u636e\uff0c\u66f4\u4e0d\u662f\u57fa\u4e8e\u6ca1\u6709\u6839\u636e\u7684\u731c\u6d4b\u3002\u6ca1\u6709\u8bc1\u636e\u8868\u660e\u4eba\u5de5\u667a\u80fd\u7684\u7814\u53d1\u4f1a\u5bf9\u4eba\u7c7b\u7684\u751f\u5b58\u6784\u6210\u5a01\u80c1\u3002<\/span><\/section>\n
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Debate<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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Max \uff1a<\/span><\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<\/section>\n
\u80fd\u5426\u7ed9\u51fa\u5b9e\u9645\u8bc1\u636e\uff0c\u8bc1\u660e\u8fdb\u4e00\u6b65\u7684\u4eba\u5de5\u667a\u80fd\u7814\u53d1\u6ca1\u6709\u98ce\u9669\uff1f\u6211\u4eec\u5728\u672a\u6765\u7684\u5404\u4e2a\u65f6\u95f4\u70b9\u4e0a\u6709\u591a\u5927\u6982\u7387\u7814\u53d1\u51fa\u8d85\u8d8a\u4eba\u7c7b\u7684\u667a\u80fd\uff1f\u4eba\u5de5\u667a\u80fd\u6709\u591a\u5927\u6982\u7387\u5bf9\u4eba\u7c7b\u751f\u5b58\u566a\u58f0\u5a01\u80c1\uff1f\u5982\u4f55\u786e\u4fdd\u4eba\u5de5\u667a\u80fd\u7684\u76ee\u6807\u59cb\u7ec8\u4e0e\u4eba\u7c7b\u4fdd\u6301\u4e00\u81f4\uff1f\u5982\u4f55\u907f\u514d\u6076\u610f\u7528\u4f8b\uff0c\u963b\u6b62\u5c45\u5fc3\u53f5\u6d4b\u7684\u4eba\u6216\u6050\u6016\u5206\u5b50\u4e3a\u81ea\u5df1\u7684\u5229\u76ca\u7ed9\u4eba\u5de5\u667a\u80fd\u8bbe\u5b9a\u63a5\u7ba1\u4e16\u754c\u7684\u76ee\u6807\uff1f\u5982\u4f55\u8bf4\u660e\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u751f\u5b58\u5a01\u80c1\u7684\u62c5\u5fe7\u50cf\u300c\u79d1\u5e7b\u5c0f\u8bf4\u300d\uff1f\u00a0<\/span><\/section>\n
\n
\n
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LeCun\uff1a<\/span><\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<\/section>\n
GPT \u4e4b\u7c7b\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u80fd\u5b58\u5728\u98ce\u9669\uff0c\u4f46\u5e76\u4e0d\u4f1a\u8fbe\u5230\u300c\u6bc1\u706d\u4eba\u7c7b\u300d\u7684\u7a0b\u5ea6\u3002\u6211\u4eec\u9700\u8981\u66f4\u806a\u660e\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u800c\u8ddd\u79bb\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u8fd8\u7f3a\u5c11\u5f88\u591a\u91cd\u8981\u7684\u7ec4\u4ef6\u3002\u5bf9\u4e8e\u90a3\u4e9b\u300c\u79d1\u5e7b\u5c0f\u8bf4\u300d\u4f3c\u7684\u672b\u65e5\u573a\u666f\uff0c\u6211\u4eec\u4e5f\u8bb8\u65e0\u6cd5\u8bc1\u660e\u5b83\u4eec\u662f\u9519\u7684\uff0c\u4f46\u662f\u8fd9\u4e9b\u98ce\u9669\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002\u6211\u4eec\u521b\u9020\u4e86\u8fd9\u4e9b\u667a\u80fd\u4f53\uff0c\u5982\u679c\u5b83\u4eec\u4e0d\u591f\u5b89\u5168\uff0c\u6211\u4eec\u5c31\u4e0d\u4f1a\u5efa\u9020\u5b83\u4eec\u3002\u5b9e\u9645\u4e0a\uff0c\u4eba\u5de5\u667a\u80fd\u8981\u4ea7\u751f\u5a01\u80c1\u4e5f\u662f\u5f88\u56f0\u96be\u7684\uff0c\u51e1\u4e8b\u90fd\u6709\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u4eba\u5de5\u667a\u80fd\u82e5\u60f3\u300c\u63a5\u7ba1\u4e16\u754c\u300d\u4e5f\u9700\u8981\u300c\u8fed\u4ee3\u5f0f\u300d\u7684\u5de5\u7a0b\u53d1\u5c55\u3002\u4eca\u5929\uff0c\u6211\u4eec\u8ba8\u8bba\u5982\u4f55\u624d\u80fd\u521b\u9020\u5b89\u5168\u7684\u8d85\u7ea7\u667a\u80fd\u7cfb\u7edf\uff0c\u5c31\u597d\u6bd4\u5728 1930 \u5e74\u4ee3\u8ba8\u8bba\u5982\u4f55\u624d\u80fd\u5236\u9020\u51fa\u53ef\u9760\u7684\u6da1\u8f6e\u55b7\u6c14\u98de\u673a\u5e76\u4ee5\u63a5\u8fd1\u97f3\u901f\u7684\u901f\u5ea6\u98de\u8d8a\u5927\u897f\u6d0b\u3002\u8fd9\u5728\u5f53\u65f6\u542c\u8d77\u6765\u4e0d\u53ef\u80fd\uff0c\u4f46\u662f\u6211\u4eec\u505a\u5230\u4e86\uff01<\/strong><\/span><\/span><\/section>\n
\n
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Bengio\uff1a<\/span><\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<\/section>\n
\u5047\u5982\u6709\u4e00\u9897\u5c0f\u884c\u661f\u6b63\u671d\u6211\u4eec\u98de\u6765\uff0c\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u5b83\u662f\u5426\u4f1a\u649e\u51fb\u5730\u7403\uff0c\u4f46\u6211\u4eec\u770b\u5230\u4e86\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u7684\u8f68\u8ff9\uff0c\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f<\/span><\/section>\n
\u8fc7\u53bb 20 \u591a\u5e74\u6765\uff0c\u6211\u4eec\u4e00\u76f4\u5728\u7a33\u6b65\u5efa\u7acb\u667a\u80fd\u7cfb\u7edf\uff0c\u5c3d\u7ba1\u6211\u4eec\u8fd8\u6ca1\u6709\u5b9e\u73b0\u8d85\u7ea7\u667a\u80fd\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6211\u4eec\u53ef\u4ee5\u4ec0\u4e48\u90fd\u4e0d\u505a\u3002\u5b66\u8005\u4eec\u63d0\u51fa\u5b89\u5168\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6b63\u610f\u5473\u4ed6\u4eec\u76f8\u4fe1\u9700\u8981\u5efa\u7acb\u5b89\u5168\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/span><\/section>\n
\u6570\u5341\u5e74\u6765\uff0c\u5316\u77f3\u71c3\u6599\u516c\u53f8\u4e00\u76f4\u77e5\u9053\u4ed6\u4eec\u7684\u6d3b\u52a8\u53ef\u80fd\u5bf9\u5730\u7403\u9020\u6210\u9ad8\u5ea6\u7834\u574f\uff0c\u4f46\u662f\u5728\u5229\u6da6\u7684\u9a71\u52a8\u4e0b\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9690\u7792\u4e86\u8fd9\u4e00\u4e8b\u5b9e\u3002\u5b9e\u9645\u4e0a\uff0c\u4f01\u4e1a\u7684\u884c\u4e3a\u4e0e\u793e\u4f1a\u9700\u6c42\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\u3002\u540c\u6837\u7684\u60c5\u51b5\u4e5f\u6709\u53ef\u80fd\u53d1\u751f\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u3002\u6211\u4eec\u8981\u6c42\u516c\u53f8\u505a\u5bf9\u793e\u4f1a\u6709\u7528\u7684\u4e8b\u60c5\uff0c\u751f\u4ea7\u6211\u4eec\u9700\u8981\u7684\u5546\u54c1\u548c\u670d\u52a1\u3002<\/span><\/section>\n
\u4f46\u662f\uff0c\u5982\u679c\u516c\u53f8\u8bd5\u56fe\u5b9e\u73b0\u7684\u76ee\u6807\u548c\u793e\u4f1a\u771f\u6b63\u7684\u9700\u6c42\u4e0d\u5339\u914d\uff0c\u90a3\u4e48\u6211\u4eec\u9700\u8981\u653f\u5e9c\u8fdb\u884c\u5e72\u9884\uff0c\u8bd5\u56fe\u51cf\u5c11\u8fd9\u79cd\u60c5\u51b5\u3002\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4ec0\u4e48\u5730\u65b9\u4f1a\u51fa\u9519\uff0c\u8fd9\u6837\u624d\u80fd\u6709\u5907\u65e0\u60a3\uff0c\u5efa\u7acb\u8d77\u5b89\u5168\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u6709\u4e9b\u5c45\u5fc3\u53f5\u6d4b\u7684\u4eba\u53ef\u80fd\u4f1a\u5229\u7528\u4eba\u5de5\u667a\u80fd\u9020\u6210\u5371\u5bb3\u3002\u73b0\u5728\uff0c\u6211\u4eec\u53ef\u80fd\u5e76\u6ca1\u6709\u906d\u9047\u5230\u751f\u5b58\u98ce\u9669\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u672a\u6765\u7684\u60c5\u51b5\u4ecd\u7136\u662f\u8fd9\u6837\u3002<\/span><\/section>\n
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Melanie\uff1a<\/span><\/strong><\/span><\/section>\n<\/li>\n<\/ul>\n<\/section>\n
\u6211\u4eec\u5e76\u975e\u4e89\u8bba\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u662f\u5426\u5b58\u5728\u98ce\u9669\u548c\u5371\u5bb3\uff0c\u800c\u662f\u8ba8\u8bba\u662f\u5426\u4f1a\u5728\u8f83\u77ed\u7684\u65f6\u95f4\u5185\u4ea7\u751f\u5a01\u80c1\u4eba\u7c7b\u751f\u5b58\u7684\u5371\u5bb3\u3002\u5982\u679c\u8fd9\u79cd\u5a01\u80c1\u53d1\u751f\u6570\u767e\u5e74\u540e\uff0c\u4e5f\u8d85\u51fa\u4e86\u73b0\u5728\u8ba8\u8bba\u7684\u8303\u7574\u3002\u6ca1\u6709\u7edd\u5bf9\u98ce\u9669\u4e3a\u96f6\u7684\u4e8b\u60c5\u3002\u800c\u8bf8\u5982\u300c\u5145\u6ee1\u6076\u610f\u7684\u5916\u661f\u4eba\u4e58\u5750\u5b87\u5b99\u98de\u8239\u6765\u5230\u5730\u7403\u5e76\u6467\u6bc1\u4eba\u7c7b\u300d\u8fd9\u79cd\u4e8b\u60c5\u53d1\u751f\u7684\u53ef\u80fd\u6027\u5f88\u4f4e\u3002<\/span><\/section>\n
\u73b0\u5728\u5927\u5bb6\u559c\u6b22\u7528\u300c\u8d85\u7ea7\u667a\u80fd\u300d\u8fd9\u4e2a\u8bcd\u6765\u5f62\u5bb9\u6bd4\u4eba\u7c7b\u66f4\u806a\u660e\u7684\u673a\u5668\uff0c\u4f46\u6211\u4eec\u5e76\u6ca1\u6709\u771f\u6b63\u60f3\u6e05\u695a\u8fd9\u4e2a\u8bcd\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/span><\/strong><\/span>\u5927\u8111\u786e\u5b9e\u53ef\u4ee5\u88ab\u89c6\u4e3a\u4e00\u53f0\u300c\u673a\u5668\u300d\uff0c\u539f\u5219\u4e0a\u8bf4\u6211\u4eec\u53ef\u4ee5\u5efa\u7acb\u4eba\u7c7b\u6c34\u5e73\u7684\u667a\u80fd\uff0c\u4f46\u662f\u76ee\u524d\u8fd8\u5dee\u5f97\u8fdc\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4eba\u7c7b\u7684\u667a\u80fd\u4e0e\u73b0\u6709\u7684\u673a\u5668\u90fd\u4e0d\u540c\uff0c\u4eba\u7c7b\u667a\u80fd\u80fd\u591f\u9002\u5e94\u4eba\u7c7b\u7684\u95ee\u9898\u3001\u9700\u6c42\u548c\u52a8\u673a\u3002\u6211\u4eec\u4eba\u7c7b\u5904\u5728\u4e00\u4e2a\u7269\u8d28\u3001\u6587\u5316\u3001\u793e\u4f1a\u4f53\u7cfb\u4e2d\u3002\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4ece\u4eba\u7c7b\u521b\u9020\u7684\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u638c\u63e1\u4e86\u4eba\u7c7b\u667a\u80fd\u7684\u67d0\u4e9b\u65b9\u9762\uff0c\u4f46\u662f\u5b83\u4eec\u7f3a\u4e4f\u5bf9\u4e16\u754c\u6700\u672c\u8d28\u65b9\u9762\u7684\u7406\u89e3\u3002\u6211\u4eec\u73b0\u5728\u8c08\u8bba\u300c\u8d85\u7ea7\u667a\u80fd\u300d\uff0c\u662f\u57fa\u4e8e\u67d0\u79cd\u76f4\u89c9\u7684\u8054\u60f3\uff0c\u5047\u8bbe\u8fd9\u4e9b\u7cfb\u7edf\u5f88\u5bb9\u6613\u5efa\u7acb\u8d77\u6765\uff0c\u4f46\u76ee\u524d\u5e76\u6ca1\u6709\u8db3\u591f\u7684\u79d1\u5b66\u8bc1\u636e\u80fd\u8bc1\u660e\u8fd9\u4e00\u70b9\u3002<\/strong><\/span><\/span><\/span><\/section>\n
\u300c\u6574\u4e2a\u4eba\u5de5\u667a\u80fd\u7684\u5386\u53f2\u5c31\u662f\u4e00\u90e8\u5931\u8d25\u9884\u6d4b\u7684\u5386\u53f2\uff01\u300d\u65e9\u5728 20 \u4e16\u7eaa 50 \u5e74\u4ee3\uff0c\u4eba\u4eec\u5c31\u5bf9\u8d85\u7ea7\u667a\u80fd\u505a\u51fa\u4e86\u540c\u6837\u7684\u9884\u6d4b\uff0c\u5e76\u8c08\u8bba\u4e86\u5b58\u5728\u7684\u98ce\u9669\u3002\u90a3\u65f6\uff0c\u4eba\u4eec\u9884\u6d4b\u9519\u4e86\uff0c\u73b0\u5728\u4ecd\u7136\u662f\u9519\u8bef\u7684\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Q1 MC\uff1a\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e3a\u4ec0\u4e48\u8981\u4f24\u5bb3\u4eba\u7c7b\uff1f<\/strong><\/span><\/section>\n
Max\uff1a\u4e00\u4e9b\u7528\u6237\u4f1a\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5b8c\u6210\u4e00\u4e9b\u6076\u610f\u7684\u76ee\u7684\uff1b\u673a\u5668\u4f1a\u5b8c\u6210\u4eba\u7c7b\u7ed9\u5b9a\u7684\u6b63\u786e\u76ee\u6807\uff0c\u4f46\u662f\u5f53\u5b83\u4eec\u4ee5\u8f83\u4e3a\u6781\u7aef\u7684\u65b9\u5f0f\u5de5\u4f5c\u65f6\uff0c\u53ef\u80fd\u5e26\u6765\u4f24\u5bb3\uff1b\u516c\u53f8\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u76ee\u7684\u662f\u76c8\u5229\uff0c\u800c\u5927\u4f17\u7684\u6743\u5229\u53ef\u80fd\u4f1a\u88ab\u5265\u593a\u3002<\/span><\/section>\n
Q2 MC\uff1a\u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u751f\u5b58\u5e26\u6765\u7684\u98ce\u9669\u53ef\u80fd\u5904\u4e8e\u300c\u957f\u5c3e\u5206\u5e03\u300d\u7684\u5c3e\u90e8\uff0c\u4f46\u98ce\u9669\u4ecd\u7136\u5b58\u5728\uff0c\u5982\u4f55\u91c7\u53d6\u884c\u52a8\u5e94\u5bf9\u5b83\u4eec\uff1f<\/span><\/strong><\/span><\/section>\n
LeCun\uff1a<\/span>\u76ee\u524d\uff0c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5728\u6295\u5165\u4f7f\u7528\u524d\uff0c\u90fd\u4f1a\u63a5\u53d7\u6d4b\u8bd5\uff0c\u5728\u90e8\u7f72\u4e4b\u524d\u786e\u4fdd\u5b89\u5168\u3002\u8fd9\u5957\u6d41\u7a0b\u4e0d\u4f1a\u56e0\u4e3a\u7cfb\u7edf\u7684\u529b\u91cf\u53d8\u5927\u800c\u53d1\u751f\u6539\u53d8\u3002<\/span>\u6b64\u5916\uff0c\u5982\u679c\u574f\u4eba\u53ef\u4ee5\u4f7f\u7528 AI \u505a\u574f\u4e8b\uff0c\u90a3\u4e48\u5c31\u4f1a\u6709\u66f4\u591a\u7684\u597d\u4eba\u53ef\u4ee5\u4f7f\u7528\u540c\u6837\u66f4\u5f3a\u5927\u7684 AI \u6765\u5bf9\u6297\u5b83\u3002<\/span><\/strong><\/span><\/span><\/section>\n
Bengio\uff1a\u4f46\u6709\u65f6\u653b\u51fb\u8005\u5177\u6709\u4f18\u52bf\u3002<\/span><\/section>\n
Lecun\uff1a\u6211\u4eec\u76ee\u524d\u5c31\u9762\u4e34\u8fd9\u79cd\u60c5\u51b5\uff0c\u6ca1\u6709\u6709\u7406\u7531\u62c5\u5fc3\u5229\u7528\u4eba\u5de5\u667a\u80fd\u7684\u653b\u51fb\u8005\u6709\u4f18\u52bf\u3002<\/span><\/section>\n
Bengio\uff1a\u4f60\u600e\u4e48\u77e5\u9053?<\/span>\u00a0<\/span><\/span><\/section>\n
LeCun\uff1a\u56e0\u4e3a\u8fd9\u79cd\u5a01\u80c1\u5df2\u7ecf\u5b58\u5728\u4e86\uff0cAI \u53ea\u4e0d\u8fc7\u6709\u4e00\u70b9\u70b9\u4fc3\u8fdb\u4f5c\u7528\uff08\u4f8b\u5982\uff0c\u5e2e\u52a9\u4f20\u64ad\u9519\u8bef\u7684\u4fe1\u606f\uff09\u3002\u4e00\u4e9b\u5c45\u5fc3\u53f5\u6d4b\u7684\u4eba\uff0c\u5373\u4f7f\u4e0d\u9002\u7528 AI \u4e5f\u4f1a\u4f20\u64ad\u865a\u5047\u4fe1\u606f\u3001\u4ec7\u6068\u8a00\u8bba\uff0c\u751a\u81f3\u7834\u574f\u6c11\u4e3b\u3002\u800c Facebook \u7b49\u516c\u53f8\u5927\u91cf\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u81ea\u52a8\u5220\u9664\u793e\u4ea4\u7f51\u7edc\u4e0a\u7684\u4ec7\u6068\u8a00\u8bba\uff0c\u8fd9\u4e00\u6bd4\u4f8b\u4ece 5 \u5e74\u524d\u7684 25% \u4e0a\u5347\u5230\u4e86\u53bb\u5e74\u7684 95%\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Bengio\uff1a\u6211\u4eec\u9700\u8981\u8fbe\u5230 100% \u624d\u80fd\u907f\u514d\u4eba\u7c7b\u706d\u7edd\u3002<\/span><\/section>\n
LeCun\uff1a\u6ca1\u6709\u4efb\u4f55\u6280\u672f\u662f\u5b8c\u5168\u5b8c\u7f8e\u7684\u3002<\/span><\/section>\n
Bengio\uff1a\u6240\u4ee5\u6211\u4eec\u9700\u8981\u505a\u7684\u6bd4\u73b0\u5728\u6240\u505a\u7684\u8981\u66f4\u591a\u3002<\/span><\/section>\n
LeCun\uff1a\u6211\u518d\u6b21\u91cd\u7533\uff0c\u597d\u4eba\u6bd4\u574f\u4eba\u66f4\u597d\u5730\u4f7f\u7528 AI\u3002<\/span><\/section>\n
Max\uff1a\u8fd9\u5c31\u597d\u6bd4\u8bf4\u300c\u7528\u751f\u5316\u6b66\u5668\u963b\u6b62\u574f\u4eba\u7684\u65b9\u6cd5\u5c31\u662f\u8ba9\u597d\u4eba\u4e5f\u7528\u751f\u5316\u6b66\u5668\u300d\u3002\u4e8b\u5b9e\u4e0a\uff0c\u963b\u6b62\u751f\u7269\u6b66\u5668\u653b\u51fb\u7684\u65b9\u6cd5\u5e94\u8be5\u662f\u4f7f\u7528\u75ab\u82d7\u5e76\u7981\u6b62\u4f7f\u7528\u751f\u7269\u6b66\u5668\uff0c\u5f62\u6210\u5404\u79cd\u5f62\u5f0f\u7684\u76d1\u7ba1\u548c\u63a7\u5236\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Lecun\uff1a\u963b\u6b62\u751f\u7269\u6b66\u5668\u7684\u65b9\u6cd5\u662f\u5efa\u7acb\u53cd\u95f4\u8c0d\u60c5\u62a5\u90e8\u95e8\uff0c\u56e0\u4e3a\u5373\u4f7f\u6709\u76d1\u7ba1\uff0c\u574f\u4eba\u4e5f\u53ef\u4ee5\u79d8\u5bc6\u5730\u505a\u5f88\u591a\u4e8b\u3002<\/span><\/section>\n
Bengio\uff1a\u8fd9\u4e5f\u8bf4\u660e\u6211\u4eec\u9700\u8981\u5efa\u7acb\u57fa\u7840\u8bbe\u65bd\u6765\u4fdd\u62a4\u81ea\u5df1\uff0c\u56e0\u6b64\u4e5f\u662f\u6709\u98ce\u9669\u7684\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Melanie\uff1a\u98ce\u9669\u662f\u5b58\u5728\u7684\u3002\u4f46\u6211\u4eec\u8ba8\u8bba\u7684\u95ee\u9898\u662f\uff0c\u8fd9\u79cd\u98ce\u9669\u662f\u5426\u5173\u4e8e\u4eba\u7c7b\u5b58\u4ea1\uff0c\u662f\u5426\u4f1a\u7ec8\u7ed3\u4eba\u7c7b\u6587\u660e\u3002\u5982\u679c\u6709\u98ce\u9669\uff0c\u6211\u4eec\u5e94\u8be5\u600e\u4e48\u505a\uff1f\u6211\u5e76\u4e0d\u53cd\u5bf9\u5e94\u5bf9\u98ce\u9669\uff0c\u4f46\u5e94\u8be5\u4fdd\u6301\u5e73\u8861\u3002\u4eba\u7c7b\u7684\u8d44\u6e90\u548c\u6ce8\u610f\u529b\u6709\u9650\uff0c\u76ee\u524d\u5173\u4e8e\u300c\u4eba\u5de5\u667a\u80fd\u5a01\u80c1\u4eba\u7c7b\u751f\u5b58\u300d\u7684\u8bba\u8ff0\u5df2\u7ecf\u8f6c\u79fb\u4e86\u5168\u4e16\u754c\u592a\u591a\u7684\u6ce8\u610f\u529b\uff0c\u8ba9\u6211\u4eec\u5ffd\u89c6\u4e86\u300c\u865a\u5047\u4fe1\u606f\u300d\u3001\u300c\u504f\u89c1\u300d\u7b49\u771f\u6b63\u7684\u98ce\u9669\u3002<\/span><\/section>\n
Max\uff1a\u4f60\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u5a01\u80c1\u4eba\u7c7b\u751f\u5b58\u7684\u98ce\u9669\u662f 0% \u5417\uff1f<\/span><\/section>\n
Melanie\uff1a\u6211\u4eec\u4e0d\u80fd\u8bf4\u4efb\u4f55\u4e8b\u60c5\u53d1\u751f\u7684\u6982\u7387\u4e3a 0%\uff0c\u800c\u6211\u8ba4\u4e3a\u8fd9\u4e00\u6982\u7387\u8db3\u591f\u4f4e\u3002<\/span><\/section>\n
LeCun\uff1a\u8fd9\u4e00\u6982\u7387\u6bd4\u5730\u7403\u88ab\u6d41\u661f\u649e\u51fb\u800c\u6bc1\u706d\u66f4\u4f4e\u3002\u800c\u4eba\u5de5\u667a\u80fd\u6709\u52a9\u4e8e\u89e3\u7b54\u8fd9\u4e2a\u95ee\u9898\u3002<\/strong><\/span><\/span><\/section>\n
Bengio\uff1a\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba8\u8bba\u4e00\u4e0b\u8fd9\u4e9b\u4e8b\u60c5\u53d1\u751f\u7684\u300c\u6982\u7387\u300d\u3002\u9996\u5148\uff0c\u6211\u4eec 10 \u5e74\u5de6\u53f3\u53ef\u4ee5\u5236\u9020\u51fa\u5f3a\u5927\u5230\u8db3\u4ee5\u5a01\u80c1\u4eba\u7c7b\u751f\u5b58\u7684\u667a\u80fd\u673a\u5668\u3002\u6211\u548c Hinton \u7b49\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6\u8ba8\u8bba\u8fc7\uff0c\u5b83\u4eec\u8ba4\u4e3a\u8fd9\u4e00\u6982\u7387\u5e76\u4e0d\u662f\u5fae\u4e4e\u5176\u5fae\u3002\u7b2c\u4e8c\uff0c\u4e00\u65e6\u8fd9\u79cd\u6280\u672f\u5f00\u6e90\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528\u5b83\u3002\u662f\u5426\u6709\u4e00\u4e9b\u5c45\u5fc3\u53f5\u6d4b\u6216\u88ab\u8bef\u5bfc\u7684\u4eba\u4f1a\u4f7f\u7528\u5b83\u4eec\uff0c\u62db\u81f4\u707e\u96be\u6027\u7684\u540e\u679c\uff1f\u5176\u5371\u5bb3\u81f3\u5c11\u4e0e\u6838\u6b66\u5668\u7206\u70b8\u7684\u7a0b\u5ea6\u76f8\u5f53\u3002\u90a3\u4e48\u6211\u4eec\u5e94\u8be5\u5236\u5b9a\u600e\u6837\u7684\u653f\u7b56\uff1f\u65e0\u8bba\u8fd9\u4e00\u6982\u7387\u5982\u4f55\uff0c\u4e00\u65e6\u53ef\u4ee5\u62e5\u6709\u8fd9\u4e9b\u6280\u672f\uff0c\u5c31\u6709\u53ef\u80fd\u6709\u4eba\u4f1a\u6ee5\u7528\u5b83\u3002\u540c\u65f6\uff0c\u8ba4\u4e3a\u8fd9\u4e00\u6982\u7387\u5f88\u5c0f\u7684\u7406\u7531\u662f\u4ec0\u4e48\uff1fLeCun \u6216\u591a\u6216\u5c11\u4e5f\u8d5e\u540c\u6211\u7684\u67d0\u4e9b\u89c2\u70b9\uff0c\u4f46\u4ed6\u4e3b\u5f20\u5728\u53d1\u751f\u5371\u9669\u4e4b\u524d\u586b\u8865\u6f0f\u6d1e\u3002\u90a3\u4e48\uff0c\u6211\u4eec\u4e5f\u8be5\u884c\u52a8\u8d77\u6765\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Melanie\uff1a\u6211\u4e5f\u4e0e\u5f88\u591a\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6\u4ea4\u8c08\uff0c\u800c\u4ed6\u4eec\u5e76\u4e0d\u8ba4\u4e3a\u8fd9\u4f1a\u5a01\u80c1\u5230\u4eba\u7c7b\u751f\u5b58\u3002\u7531\u6b64\u53ef\u89c1\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u73b0\u5728\u76f8\u5f53\u5206\u88c2\u3002\u5c3d\u7ba1\u8bb8\u591a\u7b7e\u7f72\u4e86 Max \u7684\u4e13\u5bb6\u8ba4\u4e3a\u8fdb\u4e00\u6b65\u7684\u5927\u89c4\u6a21\u4eba\u5de5\u667a\u80fd\u7814\u53d1\u4f1a\u5bf9\u4eba\u7c7b\u6709\u751f\u5b58\u5a01\u80c1\uff0c\u4f46\u662f\u4ed6\u4eec\u5e76\u6ca1\u6709\u660e\u786e\u6307\u51fa\u8fd9\u4e00\u65f6\u95f4\u5c3a\u5ea6\u3002Hinton \u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u300c\u6559\u7236\u300d\uff0c\u4f46\u4ed6\u4e5f\u5e76\u4e0d\u662f\u5168\u77e5\u5168\u80fd\u3002\u8bb8\u591a\u4eba\u8fc7\u5206\u5938\u5927\u4e86\u8fd9\u4e9b\u4e8b\u5b9e\u7684\u98ce\u9669\uff0c\u5e76\u8ba9\u516c\u4f17\u4fe1\u4ee5\u4e3a\u771f\uff0c\u8fd9\u79cd\u73b0\u8c61\u7684\u5371\u5bb3\u6bd4\u4eba\u5de5\u667a\u80fd\u80fd\u76f4\u63a5\u5e26\u6765\u7684\u5371\u5bb3\u66f4\u751a\u3002<\/span><\/section>\n
Q3 MC: Lecun \u662f Meta \u7684\u79d1\u5b66\u5bb6\uff0cMeta \u6709 30 \u4ebf\u65e5\u6d3b\u7528\u6237\u3002\u4f60\u4eec\u62e5\u6709\u5927\u91cf\u7684\u6570\u636e\u548c\u5404\u79cd\u65b9\u5f0f\u6765\u90e8\u7f72\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u3002\u4ece\u5386\u53f2\u4e0a\u6765\u770b\uff0c\u79d1\u5b66\u5bb6\u4eec\u6709\u65f6\u4f1a\u7531\u4e8e\u60f3\u8981\u521b\u65b0\u800c\u4ece\u4e8b\u6709\u98ce\u9669\u7684\u884c\u4e3a\u3002\u4e3a\u4ec0\u4e48\u4f60\u76f8\u4fe1\u5168\u4e16\u754c\u7684\u79d1\u5b66\u5bb6\u4f1a\u50cf\u4f60\u4e00\u6837\u8c28\u614e\u5730\u5bf9\u5f85\u8fd9\u4e2a\u95ee\u9898\uff1f\u4e3a\u4ec0\u4e48\u8ba4\u4e3a Meta \u5bf9\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u53d1\u5c55\u7684\u6311\u6218\u4fdd\u6301\u8c28\u614e\uff1f<\/span><\/strong><\/span><\/section>\n
LeCun\uff1a\u9996\u5148\uff0c\u8fd9\u4e0d\u53ea\u662f Meta \u7684\u95ee\u9898\u3002\u63a2\u7a76\u4eba\u5de5\u667a\u80fd\u7684\u672c\u8d28\u548c\u53d1\u5c55\u662f\u4e00\u4e2a\u975e\u5e38\u6df1\u523b\u7684\u79d1\u5b66\u95ee\u9898\uff0c\u9700\u8981\u6574\u4e2a\u79d1\u5b66\u754c\u7684\u5171\u540c\u52aa\u529b\uff0c\u4e0d\u80fd\u5728\u67d0\u4e2a\u5b9e\u9a8c\u5ba4\u5185\u90e8\u8ba8\u8bba\u8fd9\u4e00\u95ee\u9898\u3002\u5373\u4f7f\u62e5\u6709\u4e86\u6838\u5f39\uff0c\u4f46\u662f\u4eba\u7c7b\u4ecd\u7136\u5b58\u5728\u3002\u800c\u4e14\uff0c\u6211\u4eec\u4e0d\u80fd\u628a\u6838\u5f39\u548c\u4eba\u5de5\u667a\u80fd\u6df7\u4e3a\u4e00\u8c08\uff0c\u8fd9\u5341\u5206\u8352\u8c2c\u3002\u6838\u5f39\u662f\u7528\u6765\u6467\u6bc1\u751f\u547d\u7684\uff0c\u800c\u8bbe\u8ba1\u4eba\u5de5\u667a\u80fd\u7684\u521d\u8877\u662f\u4e3a\u4e86\u589e\u5f3a\u4eba\u7c7b\u7684\u667a\u80fd\uff08\u4eba\u5de5\u667a\u80fd\u7684\u300c\u6027\u5584\u8bba\u300d\uff09\u3002\u5728\u8bbe\u8ba1\u4e0d\u5f53\u7684\u98de\u673a\u4e0a\u98de\u884c\u4e5f\u662f\u5371\u9669\u7684\u3002<\/span><\/section>\n
\u4e3a\u4e86\u4fdd\u8bc1\u516c\u4f17\u4f7f\u7528\u7684\u6280\u672f\u5b89\u5168\uff0c\u6211\u4eec\u9700\u8981\u8fdb\u884c\u5b89\u5168\u6d4b\u8bd5\u3001\u5236\u5b9a\u89c4\u8303\uff0c\u4f7f\u7528\u901a\u8fc7\u8ba4\u8bc1\u7684\u6280\u672f\u3002\u800c\u6211\u4eec\u5df2\u7ecf\u62e5\u6709\u5b89\u5168\u6d4b\u8bd5\u4f53\u7cfb\u3002\u5728\u4e0d\u4e45\u7684\u5c06\u6765\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u5168\u81ea\u52a8\u9a7e\u9a76\u7684\u6c7d\u8f66\uff0c\u5b83\u4eec\u90fd\u4f1a\u7ecf\u8fc7\u4e25\u683c\u8ba4\u8bc1\u3002\u76ee\u524d\uff0cAI \u7cfb\u7edf\u88ab\u7528\u4e8e\u533b\u5b66\u5f71\u50cf\u8bca\u65ad\u7b49\u5e94\u7528\u524d\uff0c\u4e5f\u9700\u8981\u7ecf\u8fc7\u7ba1\u7406\u673a\u6784\u7684\u6279\u51c6\u3002<\/span><\/section>\n
\u6211\u4eec\u4e00\u76f4\u5728\u8ba8\u8bba AI \u7684\u98ce\u9669\uff0c\u4f46\u66f4\u5e94\u5173\u6ce8\u5176\u5e26\u6765\u7684\u597d\u5904\u3002\u6211\u4eec\u65f6\u5e38\u9700\u8981\u5728\u98ce\u9669\u548c\u6536\u76ca\u4e4b\u95f4\u6298\u4e2d\uff0c\u4e0d\u80fd\u62b9\u6740 AI \u5728\u79d1\u5b66\u3001\u6280\u672f\u3001\u533b\u7597\u7b49\u65b9\u9762\u5e26\u6765\u7684\u8fdb\u6b65\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Max\uff1a\u6211\u5e76\u4e0d\u8d5e\u540c\u4eba\u5de5\u667a\u80fd\u300c\u6027\u672c\u5584\u300d\u3002\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u79cd\u5de5\u5177\uff0c\u80fd\u591f\u5e2e\u4eba\u505a\u597d\u4e8b\uff0c\u4e5f\u80fd\u505a\u574f\u4e8b\u3002\u6709\u9053\u5fb7\u7684\u4eba\u62e5\u6709\u66f4\u5f3a\u5927\u7684\u667a\u80fd\u4f1a\u9020\u798f\u4e16\u754c\uff0c\u800c\u5982\u679c\u5e0c\u7279\u52d2\u62e5\u6709\u66f4\u5f3a\u5927\u7684\u667a\u80fd\uff0c\u5219\u4f1a\u5371\u5bb3\u4e16\u754c\u3002\u5728\u751f\u7269\u6280\u672f\u9886\u57df\uff0c\u5982\u679c\u53d1\u660e\u4e86\u4e00\u79cd\u6cbb\u7597\u764c\u75c7\u7684\u65b0\u836f\uff0c\u53ea\u6709\u901a\u8fc7\u98df\u54c1\u836f\u54c1\u7ba1\u7406\u5c40\u7684\u5b89\u5168\u8ba4\u8bc1\u540e\uff0c\u624d\u80fd\u4e0a\u5e02\u3002\u672a\u6765\uff0c\u5f53\u6211\u4eec\u62e5\u6709\u975e\u5e38\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u65f6\uff0c\u516c\u53f8\u7684\u89d2\u8272\u548c\u8d23\u4efb\u662f\u5728\u90e8\u7f72\u4e4b\u524d\u8bc1\u660e\u5b83\u7684\u5b89\u5168\u6027\u3002<\/span><\/section>\n
Melanie\uff1a\u6211\u4ece\u672a\u8bf4\u8fc7\u4eba\u5de5\u667a\u80fd\u6ca1\u6709\u98ce\u9669\uff0c\u5b8c\u5168\u652f\u6301\u76d1\u7ba1\u3002\u4f46\u662f\u5176\u98ce\u9669\u5e76\u6ca1\u6709\u9ad8\u5230\u4f1a\u7ec8\u7ed3\u4eba\u7c7b\u6587\u660e\u3002<\/span><\/section>\n
Bengio\uff1a\u65e0\u8bba\u8fd9\u4e9b\u673a\u5668\u4f1a\u6740\u6b7b\u591a\u5c11\u4eba\uff0c\u90fd\u5c06\u662f\u4e00\u573a\u707e\u96be\u3002\u8fd9\u6837\u6bd4\u6211\u4eec\u66f4\u806a\u660e\u7684\u7cfb\u7edf\u4f1a\u5728\u51e0\u5e74\u6216\u51e0\u5341\u5e74\u540e\u51fa\u73b0\uff0c\u5b83\u4eec\u4f1a\u627e\u5230\u6211\u4eec\u4e0d\u5bb9\u6613\u9632\u5fa1\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u9700\u8981\u62c5\u5fc3\u8fd9\u79cd\u98ce\u9669\u7684\u5b58\u5728\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
LeCun\uff1a\u9996\u5148\uff0c\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u6709\u4e3b\u5bb0\u4e16\u754c\u6216\u7834\u574f\u7684\u6b32\u671b\u662f\u5b8c\u5168\u9519\u8bef\u7684\u3002\u5728\u4eba\u7c7b\u4e2d\uff0c\u6700\u806a\u660e\u7684\u4eba\u4e0d\u4e00\u5b9a\u60f3\u6210\u4e3a\u9886\u5bfc\u8005\u3002<\/span><\/section>\n
\u8fd9\u79cd\u652f\u914d\u6b32\u4e0e\u4eba\u7c7b\u7684\u672c\u6027\u5bc6\u5207\u76f8\u5173\u3002<\/span><\/strong><\/span>\u4eba\u7c7b\u662f\u793e\u4f1a\u6027\u52a8\u7269\uff0c\u6309\u7b49\u7ea7\u7ec4\u7ec7\u79cd\u7fa4\u3002\u800c\u7329\u7329\u5219\u6ca1\u6709\u7edf\u6cbb\u4efb\u4f55\u4eba\u7684\u6b32\u671b\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e0d\u662f\u7fa4\u5c45\u7269\u79cd\u3002\u800c\u7329\u7329\u51e0\u4e4e\u548c\u4eba\u7c7b\u4e00\u6837\u806a\u660e\uff0c\u8fd9\u79cd\u7edf\u6cbb\u6b32\u4e0e\u667a\u529b\u65e0\u5173\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u5236\u9020\u6bd4\u6211\u4eec\u66f4\u806a\u660e\u7684\u3001\u6ca1\u6709\u7edf\u6cbb\u6b32\u7684\u667a\u80fd\u673a\u5668\u3002\u5728\u6211\u9886\u5bfc\u7684\u5b9e\u9a8c\u5ba4\u4e2d\uff0c\u6211\u53ea\u96c7\u4f63\u6bd4\u6211\u806a\u660e\u7684\u4eba\uff0c\u800c\u4ed6\u4eec\u76ee\u524d\u5e76\u4e0d\u60f3\u66ff\u4ee3\u6211\u7684\u5de5\u4f5c\u3002<\/strong><\/span><\/span><\/span><\/section>\n
\u4f7f\u673a\u5668\u4e0e\u4eba\u7c7b\u7684\u76ee\u6807\u4e00\u81f4\u662f\u4e00\u4e2a\u590d\u6742\u7684\u5de5\u7a0b\u95ee\u9898\u3002\u4f46\u4eba\u7c7b\u793e\u4f1a\u5bf9\u6b64\u5e76\u4e0d\u964c\u751f\uff0c<\/span>\u6211\u4eec\u901a\u8fc7\u5236\u5b9a\u6cd5\u5f8b\u4f7f\u4e2a\u4f53\u7684\u76ee\u6807\u4e0e\u7fa4\u4f53\u4fdd\u6301\u4e00\u81f4\uff0c\u8ba9\u505a\u4e86\u574f\u4e8b\u7684\u4eba\u53d7\u5230\u60e9\u7f5a\u3002<\/span>\u00a0<\/span><\/strong><\/span><\/span><\/section>\n
Max\uff1a\u51e0\u4e4e\u6240\u6709\u7684\u5927\u516c\u53f8\u90fd\u4f1a\u58f0\u79f0\u4ed6\u4eec\u7684\u4ea7\u54c1\u6ca1\u6709\u98ce\u9669\uff0c\u70df\u8349\u4e1a\u4e5f\u662f\u5982\u6b64\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Melanie\uff1a\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u7684\u6982\u5ff5\u5e76\u4e0d\u5e94\u8be5\u662f\u4e3b\u89c2\u81c6\u60f3\u51fa\u6765\u7684\uff0c\u5b83\u4e0d\u5e94\u8be5\u6bd4\u6211\u4eec\u806a\u660e 100 \u500d\uff0c\u4f46\u662f\u4ecd\u7136\u8bef\u89e3\u6211\u4eec\u7684\u76ee\u6807\u30021960 \u5e74\u4ee3\u5c31\u6709\u4eba\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u706d\u7edd\u4eba\u7c7b\u7684\u5a01\u80c1\u5c06\u5230\u6765\uff0c\u96be\u9053\u4e0d\u4ec5\u4ec5\u662f Jeff Hinton \u9884\u6d4b\u9519\u4e86\uff0c\u514b\u52b3\u5fb7\u00b7\u9999\u519c\u548c\u8d6b\u4f2f\u7279\u00b7\u897f\u8499\u4e5f\u9519\u4e86\u5417\uff1f<\/span><\/section>\n
Bengio\uff1a\u5982\u679c\u8bf4\u6211\u9519\u4e86\uff0c\u4f60\u4f1a\u5f00\u5fc3\u5417\uff1f\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5230\u5e95\u6709\u54ea\u4e9b\u4e8b\u60c5\u505a\u9519\u4e86\u3002\u8fd8\u6709\u5f88\u591a\u5176\u5b83\u5a01\u80c1\u4eba\u7c7b\u751f\u5b58\u7684\u98ce\u9669\uff0c\u4f46\u4eba\u5de5\u667a\u80fd\u98ce\u9669\u4e0e\u6211\u7684\u5de5\u4f5c\u6709\u5f88\u5927\u5173\u7cfb\uff0c\u6211\u5e76\u4e0d\u559c\u6b22\u76ee\u524d\u6211\u4eec\u6b63\u5728\u8fdb\u884c\u7684\u5927\u89c4\u6a21\u4eba\u5de5\u667a\u80fd\u7814\u53d1\u6a21\u5f0f\u3002<\/strong><\/span><\/span><\/section>\n
Melanie\uff1a\u90a3\u5c31\u505c\u6b62\u8fd9\u6837\u505a\u3002<\/strong><\/span><\/span><\/section>\n
Bengio\uff1a\u8fd9\u6b63\u662f\u6211\u73b0\u5728\u5728\u505a\u7684\u3002<\/strong><\/span><\/span><\/section>\n
Max\uff1a<\/span>\u4e09\u5e74\u524d\uff0c\u5927\u591a\u6570\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u6211\u4eec\u8ddd\u79bb\u901a\u8fc7\u56fe\u7075\u6d4b\u8bd5\u8fd8\u9700\u8981\u51e0\u5341\u5e74\uff0c\u4ed6\u4eec\u5e76\u6ca1\u9884\u6d4b\u5230\u6211\u4eec\u4f1a\u5728 2023 \u5e74\u62e5\u6709 ChatGPT \u6216 GPT-4\uff0c\u8fd9\u8ba9\u5f88\u591a\u4eba\u5927\u5403\u4e00\u60ca\u3002<\/span>\u00a0<\/span><\/strong><\/span><\/span><\/section>\n
LeCun\uff1a\u8fd9\u4e9b\u4ea7\u54c1\u80cc\u540e\u7684\u57fa\u7840\u6280\u672f\u4e24\u4e09\u5e74\u524d\u5c31\u5b58\u5728\u4e86\u3002<\/strong><\/span><\/span><\/section>\n
Bengio\uff1a\u4ece AI \u4e13\u4e1a\u9886\u57df\u5916\u7684\u4eba\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u4ed6\u4eec\u7740\u5b9e\u4ee4\u4eba\u60ca\u8bb6\u3002\u8fc7\u53bb 20 \u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u5c55\u73b0\u51fa\u4e00\u79cd\u8d8b\u52bf\u3002<\/span><\/section>\n
Melanie\uff1a\u8fd9\u79cd\u8d8b\u52bf\u5e76\u4e0d\u5b58\u5728\uff0c\u5c3d\u7ba1\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u5927\u91cf\u7684\u4eba\u7c7b\u6570\u636e\u5b66\u4e60\u3001\u5408\u6210\u77e5\u8bc6\uff0c\u4f46\u662f\u5b83\u4eec\u65e0\u6cd5\u611f\u53d7\u3001\u65e0\u6cd5\u601d\u8003\u3001\u65e0\u6cd5\u5f62\u6210\u81ea\u5df1\u7684\u76ee\u6807\uff0c\u5b9e\u73b0\u8fd9\u4e9b\u80fd\u529b\u6bd4\u83b7\u53d6\u667a\u80fd\u66f4\u96be\u3002<\/span><\/section>\n
Bengio\uff1a\u8fd9\u6b63\u662f\u95ee\u9898\u6240\u5728\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5982\u4f55\u7f16\u5199\u51fa Yann \u6240\u8bf4\u7684\u8fd9\u79cd\u5b89\u5168\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u3002\u8fd9\u662f\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\uff0c\u7ecf\u6d4e\u5b66\u5bb6\u3001\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u3001\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u7814\u7a76\u4eba\u5458\u7814\u7a76\u4e86\u5f88\u591a\u5e74\u90fd\u672a\u80fd\u89e3\u51b3\u3002\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5982\u4f55\u5236\u9020\u51fa\u4e00\u53f0\u5b8c\u5168\u6309\u4eba\u7c7b\u610f\u613f\u5de5\u4f5c\u7684\u8ba1\u7b97\u673a\uff0c\u6211\u4eec\u751a\u81f3\u4e0d\u80fd\u7528\u8ba1\u7b97\u673a\u80fd\u786e\u5207\u7406\u89e3\u7684\u65b9\u5f0f\u6e05\u6670\u8868\u8fbe\u6211\u4eec\u7684\u610f\u613f\u3002<\/strong>\u8ba1\u7b97\u673a\u8fd8\u53ef\u80fd\u4f1a\u4e3a\u4e86\u7ef4\u6301\u5176\u5b58\u7eed\u800c\u505a\u4e00\u4e9b\u53e6\u5916\u7684\u4e8b\u60c5\u3002<\/strong><\/span>\u4ee5 ChatGPT \u4e3a\u4f8b\uff0c\u5b83\u5e76\u6ca1\u6709\u771f\u6b63\u7684\u6b32\u671b\uff0c\u53ea\u60f3\u8981\u4eba\u7c7b\u6ee1\u610f\uff08\u56e0\u4e3a RLHF \u7684\u8bad\u7ec3\u65b9\u5f0f\uff09\u3002\u6211\u4eec\u5f88\u5bb9\u6613\u5c06\u5176\u5c01\u88c5\u4e3a\u667a\u80fd\u4f53\uff0c\u8d4b\u4e88\u5b83\u4eec\u4e00\u5b9a\u7684\u76ee\u6807\u3002\u4e3a\u4e86\u5b9e\u73b0\u4eba\u7c7b\u89c4\u5b9a\u7684\u76ee\u6807\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u5b8c\u6210\u4e00\u4e9b\u5b50\u76ee\u6807\uff0c\u8fd9\u5c31\u53ef\u80fd\u5305\u62ec\u300c\u6b3a\u9a97\u300d\u6216\u5176\u5b83\u6709\u5371\u5bb3\u7684\u4e8b\u60c5\u3002\u5b9e\u9645\u4e0a\uff0c\u5df2\u7ecf\u51fa\u73b0\u4e86\u8fd9\u6837\u7684\u60c5\u51b5\u3002<\/span><\/section>\n
Melanie\uff1a\u5927\u5bb6\u8981\u66f4\u5177\u6709\u6279\u5224\u6027\u5730\u770b\u5f85\u5a92\u4f53\u62a5\u9053\u7684\u5185\u5bb9\u3002\u6839\u636e\u6211\u7684\u7814\u7a76\uff0c\u8fd9\u79cd\u73b0\u8c61\u5e76\u4e0d\u666e\u904d\u5b58\u5728\uff0c\u6709\u65f6\u662f\u4eba\u7c7b\u6545\u610f\u5f15\u5bfc\u673a\u5668\u505a\u51fa\u6b3a\u9a97\u884c\u4e3a\u3002\u300c\u6b3a\u9a97\u300d\u662f\u975e\u5e38\u62df\u4eba\u5316\u7684\u60f3\u6cd5\uff0c\u8fd9\u5e76\u4e0d\u662f\u673a\u5668\u7684\u610f\u56fe\u3002<\/span><\/section>\n
Q4 MC\uff1a\u300c\u751f\u5b58\u98ce\u9669\u300d\u4e0d\u4ec5\u6307\u4eba\u7c7b\u706d\u7edd\u7684\u65f6\u95f4\uff0c\u4e5f\u6307\u5bf9\u4eba\u7c7b\u6f5c\u80fd\u7684\u6c38\u4e45\u6027\u7834\u574f\uff0c\u4f7f\u4eba\u7c7b\u65e0\u6cd5\u56de\u5230\u4ee5\u5f80\u7684\u53d1\u5c55\u8f68\u9053\u3002\u91c7\u7528\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u673a\u6784\u3001\u516c\u53f8\u3001\u653f\u5e9c\u3001\u4e2a\u4eba\u4f1a\u5177\u6709\u7ade\u4e89\u4f18\u52bf\uff0c\u90a3\u4e48\u4eba\u7c7b\u7684\u80fd\u52a8\u6027\u4f1a\u4e0d\u4f1a\u88ab\u7ec8\u7ed3\uff1f\u4eba\u7c7b\u7684\u51b3\u7b56\u6743\u4f1a\u4e0d\u4f1a\u9010\u6e10\u4ea4\u7ed9\u673a\u5668\uff1f<\/span><\/strong><\/span><\/section>\n
Melanie\uff1a\u9996\u5148\uff0c\u6211\u5e76\u4e0d\u6e05\u695a\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4eba\u662f\u5426\u4e00\u5b9a\u4f1a\u8868\u73b0\u5f97\u6bd4\u4e0d\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u7684\u4eba\u66f4\u597d\u3002\u4eba\u5de5\u667a\u80fd\u4e5f\u6709\u5f88\u591a\u9650\u5236\u3002\u4e5f\u8bb8\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4f1a\u53d1\u5c55\u5f97\u66f4\u597d\uff0c\u4f46\u662f\u4eba\u7c7b\u5e76\u4e0d\u613f\u610f\u653e\u5f03\u72ec\u7acb\u9009\u62e9\u7684\u80fd\u529b\u3002\u8fc7\u53bb\uff0c\u6211\u4eec\u53d1\u660e\u4e86\u5f88\u591a\u6280\u672f\uff08\u4f8b\u5982\uff0c\u8ba1\u7b97\u5668\u3001\u5bfc\u822a\uff09\u3002\u4f46\u4eba\u7c7b\u5df2\u7ecf\u9002\u5e94\u4e86\u8fd9\u4e9b\u6280\u672f\uff0c\u5e76\u8d85\u8d8a\u4e86\u5b83\u4eec\u3002<\/span><\/section>\n
Lecun\uff1a<\/span>\u6bcf\u4e00\u6b21\u6280\u672f\u9769\u547d\u6216\u5199\u4f5c\u6280\u672f\u7684\u8fdb\u5316\u90fd\u8bc1\u660e\u4eba\u7c7b\u5e76\u4e0d\u4f1a\u5931\u53bb\u72ec\u7acb\u9009\u62e9\u7684\u80fd\u529b\u3002\u82cf\u683c\u62c9\u5e95\u53cd\u5bf9\u5199\u4f5c\uff0c\u8bf4\u4eba\u4eec\u4f1a\u5931\u53bb\u8bb0\u5fc6\u3002\u5929\u4e3b\u6559\u4f1a\u53cd\u5bf9\u5370\u5237\u672f\uff0c\u8bf4\u4ed6\u4eec\u4f1a\u5931\u53bb\u5bf9\u6559\u4e49\u7684\u63a7\u5236\u3002\u5965\u65af\u66fc\u5e1d\u56fd\u7981\u6b62\u7f57\u9a6c\u5c3c\u4e9a\u7684\u5370\u5237\u51fa\u7248\u3002\u6839\u636e\u4e00\u4e9b\u5386\u53f2\u5b66\u5bb6\u7684\u8bf4\u6cd5\uff0c\u8fd9\u52a0\u901f\u4e86\u4ed6\u4eec\u7684\u8870\u843d\u3002\u56e0\u6b64\uff0c\u6bcf\u4e00\u9879\u4f7f\u4eba\u4eec\u53d8\u5f97\u66f4\u806a\u660e\uff0c\u6216\u662f\u4fc3\u8fdb\u4eba\u7c7b\u4ea4\u6d41\u3001\u4fc3\u8fdb\u6559\u80b2\u7684\u6280\u672f\uff0c\u672c\u8d28\u4e0a\u90fd\u662f\u597d\u7684\u3002\u4eba\u5de5\u667a\u80fd\u5c31\u597d\u6bd4\u65b0\u7684\u300c\u5370\u5237\u673a\u300d\u3002<\/span><\/span><\/section>\n
Bengio\uff1a\u4f46\u662f\uff0c\u5982\u679c\u5c06\u6709\u5bb3\u7684\u6280\u672f\u7684\u5f71\u54cd\u63a7\u5236\u5728\u5c0f\u8303\u56f4\u5185\uff0c\u53ef\u4ee5\u8ba9\u76ca\u5904\u5927\u4e8e\u5371\u5bb3\u3002\u800c\u300c\u8d85\u7ea7\u667a\u80fd\u300d\u53ef\u4ee5\u81ea\u6211\u8fed\u4ee3\u66f4\u65b0\u3001\u8bbe\u8ba1\u51fa\u65b0\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/span><\/section>\n
LeCun\uff1a\u4e0d\uff0c\u5b83\u4eec\u4e0d\u884c\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
Bengio\uff1a\u5b83\u4eec\u53ef\u4ee5\uff01<\/span><\/section>\n
Lecun\uff1a\u5b83\u4eec\u90fd\u5728\u4eba\u7c7b\u7684\u63a7\u5236\u4e4b\u4e0b\u3002<\/span><\/section>\n
Bengio\uff1a\u4e00\u4e9b\u7814\u7a76\u8be5\u95ee\u9898\u7684\u4e13\u5bb6\u8868\u793a\uff0c\u6211\u4eec\u5f88\u96be\u63a7\u5236\u300c\u8d85\u7ea7\u667a\u80fd\u300d\uff0c\u8fd9\u4e5f\u662f\u6211\u4eca\u5929\u5728\u8fd9\u91cc\u7684\u539f\u56e0\u3002<\/span><\/section>\n
Lecun\uff1a\u6211\u5efa\u8bae\u5927\u5bb6\u53bb\u770b\u770b\u4e00\u4e2a\u53eb\u505a\u300c\u60b2\u89c2\u4e3b\u4e49\u8005\u300d\u7684\u7f51\u7ad9\uff0c\u4e0a\u9762\u8bb0\u8f7d\u4e86\u4eba\u4eec\u5728\u9762\u5bf9\u65b0\u6587\u5316\u3001\u65b0\u73b0\u8c61\u3001\u65b0\u6280\u672f\u65f6\u6240\u8bf4\u8fc7\u7684\u4e00\u4e9b\u6ed1\u7a3d\u7684\u8bdd\u3002\u4f8b\u5982\uff0c\u4f60\u4e0d\u80fd\u5750\u706b\u8f66\uff0c\u5728 50 \u516c\u91cc\/\u5c0f\u65f6\u7684\u901f\u5ea6\u4e0b\u98de\u884c\uff0c\u4f60\u5c06\u65e0\u6cd5\u547c\u5438\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
\u6bcf\u6b21\u51fa\u73b0\u6280\u672f\u8fdb\u6b65\u751a\u81f3\u6587\u5316\u9769\u547d\u7684\u65f6\u5019\uff0c\u4eba\u4eec\u90fd\u4f1a\u6709\u8fd9\u6837\u7684\u8bba\u70b9\uff1a\u7235\u58eb\u4e50\u5c06\u4f1a\u6467\u6bc1\u793e\u4f1a\u3001\u5370\u5237\u673a\u5c06\u4f1a\u6467\u6bc1\u793e\u4f1a\u3002\u800c\u4e8b\u5b9e\u4e0a\uff0c\u542f\u8499\u8fd0\u52a8\u50ac\u751f\u4e86\u54f2\u5b66\uff0c\u79d1\u5b66\uff0c\u7406\u6027\u4e3b\u4e49\u3002<\/span><\/strong><\/span><\/section>\n
Max\uff1a\u7092\u80a1\u7684\u4eba\u4f1a\u544a\u8bc9\u4f60\uff0c\u8fc7\u53bb\u7684\u8868\u73b0\u5e76\u4e0d\u80fd\u4ee3\u8868\u672a\u6765\u7684\u8868\u73b0\u548c\u7ed3\u679c\u3002\u5728\u6280\u672f\u5448\u6307\u6570\u589e\u957f\u7684\u60c5\u51b5\u4e0b\uff0c\u5b8c\u5168\u53c2\u8003\u8fc7\u53bb\u7684\u4f8b\u5b50\u662f\u5de8\u5927\u7684\u9519\u8bef\u3002<\/span><\/section>\n
\u9996\u5148\uff0c\u5728\u5de5\u4e1a\u9769\u547d\u671f\u95f4\uff0c\u6211\u4eec\u5236\u9020\u4e86\u6bd4\u6211\u4eec\u66f4\u5feb\u3001\u66f4\u5f3a\u7684\u673a\u5668\u3002\u6240\u4ee5\u6211\u4eec\u5f00\u59cb\u591a\u52a8\u8111\uff0c\u5c11\u52a8\u624b\u3002\u73b0\u5728\uff0c\u6211\u4eec\u73b0\u5728\u6b63\u5728\u9010\u6e10\u5236\u9020\u51fa\u6bd4\u4eba\u7c7b\u66f4\u806a\u660e\u7684\u673a\u5668\uff0c\u5c3d\u7ba1\u8fd8\u6ca1\u6709\u5b9e\u73b0\u3002<\/span><\/section>\n
\u6211\u4eec\u4e0d\u5e94\u8be5\u628a\u4e89\u8bba\u7684\u7126\u70b9\u805a\u7126\u5728\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\u4e0a\uff0c\u5e94\u8be5\u5173\u6ce8\u672a\u6765\u4f1a\u51fa\u73b0\u7684\u300c\u8d85\u7ea7\u667a\u80fd\u300d\u8d85\u4eba\u7c7b\u4eba\u5de5\u667a\u80fd\u3002\u8fd9\u4e00\u5929\u6709\u53ef\u80fd\u5728 5 \u5e74\u6216 20 \u5e74\u540e\u5230\u6765\uff0c\u4e5f\u6709\u53ef\u80fd\u5728300\u5e74\u540e\u51fa\u73b0\uff0c\u8fd9\u624d\u662f\u6211\u4eec\u8be5\u8ba8\u8bba\u7684\u3002\u5982\u679c\u53d1\u751f\u8fd9\u79cd\u60c5\u51b5\uff0c\u5b83\u5c06\u4e0e\u5de5\u4e1a\u9769\u547d\u5927\u4e0d\u76f8\u540c\u3002<\/span><\/section>\n
\u5728\u90a3\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5e76\u4e0d\u4f1a\u4e0e\u808c\u8089\u7ade\u4e89\uff0c\u4e5f\u4e0d\u4e0e\u5927\u8111\u7ade\u4e89\uff0c\u800c\u5c06\u5f00\u59cb\u771f\u6b63\u4e0e\u673a\u5668\u7ade\u4e89\u6743\u529b\u3002\u6211\u4eec\u4e5f\u53ef\u4ee5\u4e50\u89c2\u4e00\u4e9b\uff0c\u4f46\u4e0d\u80fd\u5ffd\u89c6\u5b83\u4eec\uff0c\u5426\u5219\u4f1a\u963b\u788d\u6211\u4eec\u505a\u6b63\u786e\u7684\u4e8b\u60c5\u3002\u5173\u4e8e\u300c\u5982\u4f55\u63a7\u5236\u673a\u5668\uff0c\u5982\u4f55\u5229\u7528\u5b83\u4eec\u8d4b\u4e88\u6211\u4eec\u6743\u529b\u800c\u4e0d\u662f\u5265\u593a\u6211\u4eec\u7684\u6743\u529b\u300d\uff0c\u8fd9\u4e9b\u4f1f\u5927\u7684\u5de5\u4f5c\u4f1a\u6210\u529f\u3002\u5e76\u4e0d\u662f\u8bf4\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u5b89\u5168\u53ef\u63a7\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u53ea\u662f\u73b0\u5728\u79d1\u6280\u529b\u91cf\u7684\u589e\u957f\u901f\u5ea6\u6bd4\u5b89\u5168\u7814\u7a76\u3001\u534f\u8c03\u7814\u7a76\u548c\u5236\u5b9a\u6b63\u786e\u653f\u7b56\u7684\u901f\u5ea6\u8981\u5feb\u3002\u56e0\u6b64\uff0c\u901a\u8fc7\u8ba8\u8bba\uff0c\u627f\u8ba4\u5b58\u5728\u7684\u98ce\u9669\uff0c\u6211\u4eec\u53ef\u4ee5\u786e\u4fdd\u52a0\u5feb\u5b89\u5168\u5de5\u4f5c\u7684\u6b65\u4f10\uff0c\u5e76\u5236\u5b9a\u4e00\u4e9b\u5b89\u5168\u8981\u6c42\uff0c\u4ee5\u786e\u4fdd\u6211\u4eec\u53ca\u65f6\u83b7\u5f97\u5b89\u5168\u4fdd\u969c\u3002\u300c\u6293\u4f4f\u300d\u4eba\u5de5\u667a\u80fd\u5e26\u7ed9\u6211\u4eec\u7684\u76ca\u5904\u3002<\/span>\u00a0<\/span><\/section>\n
\n
\n
\n
\n
\u603b\u7ed3\u9648\u8bcd<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
<\/section>\n
Melanie\uff1a<\/span><\/strong><\/span><\/section>\n
\u4f5c\u4e3a\u4e00\u540d\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4eba\u5458\uff0c\u6211\u5bf9\u6211\u4eec\u5728\u8be5\u9886\u57df\u6240\u53d6\u5f97\u7684\u6210\u5c31\u611f\u5230\u656c\u754f\u3002\u6211\u4eec\u5df2\u7ecf\u521b\u9020\u51fa\u53ef\u4ee5\u5411\u76f2\u4eba\u63cf\u8ff0\u56fe\u50cf\u3001\u5e2e\u52a9\u533b\u751f\u8bca\u65ad\u75be\u75c5\u3001\u9884\u6d4b\u86cb\u767d\u8d28\u7ed3\u6784\u7684\u8ba1\u7b97\u673a\u3002\u8fd9\u4e9b\u673a\u5668\u62e5\u6709\u60ca\u4eba\u7684\u9020\u798f\u4eba\u7c7b\u7684\u6f5c\u529b\u3002\u6211\u4eec\u53ef\u4ee5\u627f\u8ba4\u4eba\u5de5\u667a\u80fd\u53d6\u5f97\u4e86\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u8fdb\u6b65\uff0c\u800c\u4e0d\u8981\u5bf9\u300c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u300d\u8fdb\u884c\u6beb\u65e0\u6839\u636e\u7684\u731c\u6d4b\u3002\u8bda\u7136\uff0c\u79d1\u5b66\u6280\u672f\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u6709\u88ab\u6ee5\u7528\u7684\u6f5c\u5728\u98ce\u9669\u3002\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e5f\u4e0d\u4f8b\u5916\u3002<\/span>\u00a0<\/span><\/span><\/section>\n
\u6211\u4eec\u53ef\u4ee5\u627f\u8ba4\u4eba\u5de5\u667a\u80fd\u7684\u98ce\u9669\u548c\u5371\u5bb3\uff0c\u800c\u4e0d\u5fc5\u63a8\u65ad\u51fa\u300c\u5b83\u4eec\u5c06\u4f1a\u5bf9\u4eba\u7c7b\u5e26\u6765\u751f\u5b58\u5a01\u80c1\u300d\u3002\u8ba8\u8bba\u300c\u8d85\u7ea7\u667a\u80fd\u673a\u5668\u4f1a\u6467\u6bc1\u4eba\u7c7b\u300d\uff0c\u751a\u81f3\u5e2e\u52a9\u90aa\u6076\u7684\u4eba\u7c7b\u8fd9\u6837\u505a\uff0c\u53ef\u80fd\u4f1a\u5f15\u8d77\u6211\u4eec\u7684\u6050\u60e7\u3002\u79d1\u5b66\u548c\u793e\u4f1a\u7684\u8c03\u8282\u80fd\u529b\u90fd\u53cd\u9a73\u4e86\u8fd9\u79cd\u751f\u5b58\u6027\u5a01\u80c1\u3002\u5938\u5927\u6240\u8c13\u7684\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u5bf9\u4eba\u7c7b\u751f\u5b58\u5a01\u80c1\u4f1a\u8ba9\u6211\u4eec\u7684\u96c6\u4f53\u6ce8\u610f\u529b\u8fdc\u79bb\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u5e26\u6765\u7684\u771f\u6b63\u7684\u4f24\u5bb3\u548c\u98ce\u9669\u3002<\/strong><\/span>\u6211\u4eec\u8981\u6839\u636e\u79d1\u5b66\u539f\u7406\uff0c\u800c\u4e0d\u662f\u300c\u79d1\u5e7b\u5c0f\u8bf4\u300d\uff0c\u8bbe\u8ba1\u51fa\u8ba9\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u3001\u516c\u5e73\u548c\u6709\u76ca\u7684\u65b9\u6cd5\u3002<\/span><\/section>\n
<\/section>\n
Bengio\uff1a<\/span><\/strong><\/span><\/section>\n
\u6211\u4e00\u751f\u90fd\u5728\u7814\u7a76\u673a\u5668\u5b66\u4e60\uff0c\u89c1\u8bc1\u4e86\u5b83\u7684\u8fdb\u6b65\u3002\u4f46\u662f\uff0c\u6211\u6ca1\u6709\u9884\u6599\u5230\u8fd1\u5e74\u6765\u6211\u4eec\u6240\u770b\u5230\u7684\u8fdb\u6b65\u3002\u6211\u4eec\u73b0\u5728\u62e5\u6709\u4e86\u53ef\u4ee5\u4e0e\u4e4b\u5bf9\u8bdd\u7684\u673a\u5668\uff0c\u800c\u65e0\u6cd5\u5206\u8fa8\u5bf9\u65b9\u662f\u4eba\u7c7b\u8fd8\u662f\u673a\u5668\u3002\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u91cc\uff0c\u8fd9\u88ab\u8ba4\u4e3a\u662f\u673a\u5668\u8fbe\u5230\u4eba\u7c7b\u667a\u529b\u6c34\u5e73\u7684\u91cc\u7a0b\u7891\u3002<\/span><\/section>\n
\u73b0\u5728\uff0c\u5f53\u6211\u4eec\u4ed4\u7ec6\u89c2\u5bdf\u65f6\uff0c\u53d1\u73b0\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\uff0c\u673a\u5668\u8fd8\u7f3a\u5c11\u4e00\u4e9b\u80fd\u529b\u3002\u6211\u4eec\u5bf9\u672a\u6765\u5fc5\u987b\u8fdb\u884c\u63a8\u65ad\uff0c\u6211\u4eec\u522b\u65e0\u9009\u62e9\u3002\u5982\u679c\u67d0\u4ef6\u4e8b\u53ef\u80fd\u5e26\u6765\u7684\u7ed3\u679c\u5f88\u7cdf\u7cd5\uff0c\u6211\u4eec\u9700\u8981\u63d0\u524d\u4e3a\u6b64\u505a\u597d\u51c6\u5907\u3002\u6211\u4eec\u5fc5\u987b\u505a\u5f00\u5c55\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5de5\u4f5c\uff0c\u6211\u4eec\u73b0\u5728\u6709\u80fd\u529b\u63a7\u5236\u672a\u6765\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9700\u8981\u63a5\u53d7\u5b58\u5728\u5404\u79cd\u98ce\u9669\u7684\u4e8b\u5b9e\u3002<\/span><\/section>\n
\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u56e0\u4e3a\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u75af\u72c2\u3002\u8fd9\u662f\u56e0\u4e3a\u4eba\u6027\u6709\u5f31\u70b9\uff0c\u6211\u4eec\u53ef\u80fd\u88ab\u5404\u79cd\u65b9\u5f0f\u6b3a\u9a97\u3002\u4f1a\u6709\u4eba\u5229\u7528\u4eba\u5de5\u667a\u80fd\u5371\u5bb3\u793e\u4f1a\u3002\u5f53\u6211\u4eec\u6784\u5efa\u975e\u5e38\u5f3a\u5927\u7684\u4eba\u5de5\u667a\u80fd\u5de5\u5177\u65f6\uff0c\u771f\u7684\u9700\u8981\u66f4\u52a0\u5c0f\u5fc3\u5176\u5e26\u6765\u7684\u5371\u5bb3\u3002<\/span><\/section>\n
Melanie \u95ee\u6211\uff1a\u4f60\u4e3a\u4ec0\u4e48\u4e0d\u505c\u6b62\u7814\u7a76\u4eba\u5de5\u667a\u80fd\uff1f\u6211\u60f3\u505a\u6211\u8ba4\u4e3a\u6700\u6b63\u786e\u7684\u4e8b\u60c5\uff0c\u671d\u7740\u6b63\u786e\u7684\u65b9\u5411\u524d\u8fdb\u3002\u6211\u8981\u91cd\u65b0\u8c03\u6574\u6211\u7684\u7814\u7a76\u65b9\u5411\uff0c\u8981\u4e48\u7814\u7a76\u975e\u5e38\u5b89\u5168\u7684\u5e94\u7528\uff08\u6bd4\u5982\u7814\u7a76\u533b\u7597\u4fdd\u5065\u548c\u73af\u5883\uff09\uff0c\u8981\u4e48\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u7684\u5b89\u5168\uff0c\u4ee5\u51c6\u5907\u548c\u9884\u9632\u53ef\u80fd\u53d1\u751f\u7684\u5371\u5bb3\u3002<\/strong><\/span><\/span><\/section>\n
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Lecun\uff1a<\/span><\/strong><\/span><\/section>\n
\u6bcf\u4e00\u9879\u6280\u672f\u90fd\u6709\u98ce\u9669\uff0c\u4f46\u4eba\u5de5\u667a\u80fd\u4e0d\u4f1a\u7ed9\u4eba\u7c7b\u5e26\u6765\u751f\u5b58\u6027\u5a01\u80c1\u3002\u6211\u4eec\u9700\u8981\u5728\u6bcf\u4e00\u9879\u6280\u672f\u7684\u597d\u5904\u548c\u526f\u4f5c\u7528\u4e4b\u95f4\u505a\u51fa\u6743\u8861\u3002\u6709\u4e9b\u526f\u4f5c\u7528\u662f\u53ef\u4ee5\u9884\u6d4b\u7684\uff0c\u6709\u4e9b\u5219\u4e0d\u7136\u3002\u4eba\u5de5\u667a\u80fd\u4f1a\u6709\u526f\u4f5c\u7528\uff0c\u4f1a\u6709\u4eba\u8bd5\u56fe\u7528\u4eba\u5de5\u667a\u80fd\u6765\u505a\u574f\u4e8b\uff0c\u8fd9\u5c31\u662f\u6211\u4eec\u751f\u6d3b\u7684\u4e16\u754c\u3002<\/span><\/section>\n
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\u5f88\u591a\u4eba\u90fd\u89c9\u5f97\u4ed6\u4eec\u65e0\u6cd5\u63a7\u5236\u4eba\u5de5\u667a\u80fd\uff0c\u4ed6\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u53c8\u65e0\u80fd\u4e3a\u529b\uff0c\u4fbf\u8ba4\u4e3a\u4f1a\u53d1\u751f\u5371\u5bb3\u3002\u4f46\u6211\u4eec\u4e2d\u7684\u4e00\u4e9b\u4eba\u53ef\u4ee5\u6709\u8ba1\u5212\u5730\u8ba9\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u5b89\u5168\u3002\u5982\u679c\u4e0d\u80fd\u4fdd\u8bc1\u5b83\u4eec\u7684\u5b89\u5168\uff0c\u5c31\u4e0d\u4f1a\u5efa\u9020\u5b83\u4eec\u3002\u572850\u5e74\u4ee3\uff0c\u4eba\u4eec\u8003\u8651\u5efa\u9020\u6838\u52a8\u529b\u6c7d\u8f66\uff0c\u4eba\u4eec\u521b\u9020\u4e86\u4e00\u4e9b\u539f\u578b\uff0c\u4f46\u662f\u7531\u4e8e\u5b89\u5168\u8003\u8651\uff0c\u4ece\u6765\u6ca1\u6709\u91cf\u4ea7\u3002\u4eba\u5de5\u667a\u80fd\u4e5f\u662f\u5982\u6b64\u3002\u6211\u4eec\u4e0d\u4f1a\u5236\u9020\u300c\u6838\u52a8\u529b\u300d\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/span><\/section>\n
\u4e0d\u5f00\u53d1\u4eba\u5de5\u667a\u80fd\u53cd\u800c\u300c\u6709\u98ce\u9669\u300d\u3002<\/span><\/strong><\/span>\u4eba\u5de5\u667a\u80fd\u6709\u5f88\u591a\u6f5c\u5728\u7684\u597d\u5904\u3002\u6211\u4eec\u5fc5\u987b\u9488\u5bf9\u5b9e\u9645\u98ce\u9669\u8003\u8651\uff0c\u5e76\u505a\u51fa\u6743\u8861\u3002\u6bd4\u4eba\u7c7b\u66f4\u806a\u660e\u7684\u4eba\u5de5\u667a\u80fd\u4f1a\u670d\u4ece\u4eba\u7c7b\uff0c\u5b83\u4e0d\u4f1a\u524a\u5f31\u6211\u4eec\u7684\u80fd\u52a8\u6027\u3002\u76f8\u53cd\uff0c\u4eba\u5de5\u667a\u80fd\u4f1a\u8d4b\u4e88\u6211\u4eec\u6743\u529b\uff0c\u5c31\u50cf\u6709\u4e00\u7fa4\u975e\u5e38\u806a\u660e\u7684\u4eba\u4e3a\u4f60\u5de5\u4f5c\u3002\u8fd9\u662f\u6211\u4eec\u8fd9\u4e00\u4ee3\u4eba\u7684\u6587\u827a\u590d\u5174\uff01<\/strong><\/span><\/span><\/span><\/section>\n
<\/strong><\/span><\/section>\n
Max\uff1a<\/span><\/strong><\/span><\/section>\n
\u79d1\u5b66\u5e94\u8be5\u662f\u8c26\u865a\u7684\u3002\u6311\u6218\u8005\u822a\u5929\u98de\u673a\u5931\u4e8b\u65f6\uff0c\u5176\u53d1\u751f\u60b2\u5267\u7684\u6982\u7387\u662f\u5341\u4e07\u5206\u4e4b\u4e00\uff0c\u4f46\u662f\u540c\u6837\u8fd8\u662f\u7206\u70b8\u4e86\u3002\u798f\u5c9b\u6838\u7535\u7ad9\u7684\u8bbe\u8ba1\u8005\u8ba4\u4e3a\uff0c\u53d1\u751f\u90a3\u79cd\u4e25\u91cd\u8fd8\u5c0f\u7684\u51e0\u7387\u4e0d\u5230\u4e07\u5206\u4e4b\u4e00\uff0c\u4f46\u662f\u4e5f\u9020\u6210\u4e86\u707e\u96be\u3002\u300c\u8d85\u7ea7\u4eba\u5de5\u667a\u80fd\u300d\u5c06\u4f1a\u5f88\u5feb\u5230\u6765\uff0c\u6211\u4eec\u5e76\u4e0d\u77e5\u9053\u5b83\u662f\u5426\u4f1a\u5265\u593a\u4eba\u7c7b\u7684\u6743\u5229\u3002\u8ba9\u6211\u4eec\u4fdd\u6301\u8c26\u900a\uff01<\/strong><\/span><\/span><\/section>\n
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\u9ec4\u94c1\u519b\uff1a\u96be\u4ee5\u9884\u6d4b\uff0c\u65e0\u6cd5\u95ed\u5e55 | 2023\u667a\u6e90\u5927\u4f1a\u201cAI\u5b89\u5168\u4e0e\u5bf9\u9f50\u8bba\u575b\u201d<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n
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\u8f6c\u8f7d\u6765\u6e90\uff1a\u667a\u6e90\u793e\u533a<\/span><\/p>\n
\u8f6c\u8f7d\u7f16\u8f91\uff1a\u9648\u67ef\u6dfc<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
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