\u673a\u5668\u4eba\u5927\u8d5b\u7684\u89c4\u5219\u662f\uff0c\u673a\u5668\u4eba\u8981\u628a\u673a\u5668\u7f8a\u6293\u5230\u81ea\u5df1\u7684\u7f8a\u5708\u91cc\uff0c\u5e76\u81ea\u4e3b\u5236\u5b9a\u7b56\u7565\u3002\u6700\u521d\uff0c\u5b83\u4eec\u786e\u5b9e\u5728\u75af\u72c2\u5730\u6349\u7f8a\u3002\u4f46\u6709\u4e2a\u673a\u5668\u4eba\u53ea\u6349\u4e86\u4e00\u53ea\u7f8a\uff0c\u5c31\u5173\u4e0a\u7f8a\u5708\u7684\u95e8\u3002\u968f\u540e\uff0c\u5b83\u5f00\u59cb\u6467\u6bc1\u5bf9\u624b\uff0c\u56e0\u4e3a\u5b83\u53d1\u73b0\uff0c\u628a\u5bf9\u624b\u6d88\u706d\u6389\u5c31\u8d62\u4e86\u3002 <\/p>\n
\u8c08\u5230\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u603b\u4f1a\u6709\u4eba\u89c9\u5f97\u6050\u6016\u3002\u53ef\u5230\u5e95\u6015\u5728\u4f55\u5904\uff1f\u4f60\u6709\u8bc1\u636e\u4e48\uff1f<\/p>\n
\u5de7\u4e86\u3002\u7f8e\u56fd\u95ee\u7b54\u7f51\u7ad9Quora\u4e0a\u5c31\u6709\u8fd9\u4e48\u4e00\u4e2a\u95ee\u9898\uff1a\u5230\u76ee\u524d\u4e3a\u6b62\uff0cAI\u505a\u8fc7\u6700\u53ef\u6015\u7684\u4e8b\u60c5\u662f\u4ec0\u4e48\uff1f<\/p>\n
\u5957\u75282000\u5e74\u9ad8\u8003\u5168\u56fd\u5377\u7684\u4f5c\u6587\u9898\uff1a\u7b54\u6848\u662f\u4e30\u5bcc\u591a\u5f69\u7684\u3002\u91cf\u5b50\u4f4d\u4ece\u4e2d\u4e25\u9009\u4e86\u4e00\u4e9b\u6709\u8da3\u7684\u56de\u7b54\u3002<\/p>\n
\u5176\u4e2d\u6709\u4e9b\u83b7\u5f97\u9ad8\u7968\u8d5e\u540c\uff0c\u6709\u4e9b\u652f\u6301\u8005\u5be5\u5be5\u3002<\/p>\n
\n
\u5f00\u59cb~<\/p>\n
Mike Sellers\uff0c\u4f01\u4e1a\u5bb6\uff0c\u6e38\u620f\u8bbe\u8ba1\u5e08\uff0cAI\u7814\u7a76\u5458<\/strong><\/p>\n \u865a\u62df\u98df\u4eba\u65cf\u7b97\u4e48\uff1f<\/p>\n \u5341\u51e0\u5e74\u524d\uff0c\u6211\u4e3aDARPA\u505a\u4e00\u4e9bAI\u65b9\u9762\u7684\u7814\u7a76\u3002\u5f53\u65f6\u6211\u4eec\u5728\u63a2\u7d22\u5982\u4f55\u8ba9\u667a\u80fd\u4f53\uff08Agent\uff09\u5b66\u4f1a\u793e\u4ea4\u4e92\u52a8\u3002\u5728\u5176\u4e2d\u4e00\u4e2a\u6a21\u62df\u4e2d\uff0c\u6211\u4eec\u521b\u5efa\u4e86\u4e24\u4e2a\u667a\u80fd\u4f53\uff0c\u5f88\u81ea\u7136\u7684\u547d\u540d\u4e3a\uff1a\u4e9a\u5f53\u548c\u590f\u5a03\u3002\u5b83\u4eec\u77e5\u9053\u600e\u4e48\u8fdb\u98df\uff0c\u4f46\u4e0d\u77e5\u9053\u8be5\u5403\u4ec0\u4e48\u3002<\/p>\n \u6211\u4eec\u7ed9\u4e86\u4e00\u9897\u82f9\u679c\u6811\uff0c\u5b83\u4eec\u53d1\u73b0\u5403\u82f9\u679c\u5f88\u5f00\u5fc3\u3002\u5b83\u4eec\u8fd8\u5c1d\u8bd5\u8fc7\u5403\u6811\u3001\u5403\u623f\u5b50\u7b49\u7b49\uff0c\u4e0d\u8fc7\u5403\u8fd9\u4e9b\u90fd\u6ca1\u7528\u3002<\/p>\n \u5176\u5b9e\u8fd9\u4e2a\u7cfb\u7edf\u91cc\u8fd8\u6709\u4e00\u4e2a\u667a\u80fd\u4f53\uff0c\u540d\u53eb\u65af\u5766\uff0c\u5b83\u4e0d\u662f\u5f88\u64c5\u957f\u793e\u4ea4\uff0c\u6240\u4ee5\u7ecf\u5e38\u72ec\u5904\u3002<\/p>\n \u6709\u4e00\u6b21\uff0c\u4e9a\u5f53\u548c\u590f\u5a03\u6b63\u5728\u5403\u82f9\u679c\uff0c\u4f46\u4e00\u4e2abug\u51fa\u73b0\u4e86\uff1a\u5b83\u4fe9\u6ca1\u5403\u9971\uff0c\u4f46\u662f\u82f9\u679c\u6ca1\u4e86\u3002\u8fd9\u65f6\u65af\u5766\u6b63\u5728\u9644\u8fd1\u95f2\u901b\uff0c\u6240\u4ee5\u4e9a\u5f53\u548c\u590f\u5a03\u5c31\u628a\u9965\u997f\u611f\u4e0e\u65af\u5766\u8054\u7cfb\u5728\u4e00\u8d77\u3002\u4e0d\u4e45\u4e4b\u540e\uff0c\u5f53\u82f9\u679c\u518d\u6b21\u5403\u5b8c\u7684\u65f6\u5019\uff0c\u65af\u5766\u88ab\u5f53\u6210\u4e86\u98df\u7269\u3002<\/p>\n \u4e9a\u5f53\u548c\u590f\u5a03\u90fd\u8981\u54ac\u4e86\u65af\u5766\u4e00\u53e3\u3002<\/strong><\/p>\n \u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u8d28\u91cf\u662f1.0\uff0c\u6bcf\u54ac\u4e00\u53e3\u5c31\u51cf\u5c110.5\uff0c\u6240\u4ee5\u4e24\u53e3\u4e0b\u53bb\uff0c\u65af\u5766\u5c31\u53d8\u6210\u4e860.0\u3002\u65af\u5766\u6d88\u5931\u4e86\u3002\u53ef\u80fd\u5b83\u662f\u865a\u62df\u540c\u7c7b\u76f8\u6b8b\u7684\u7b2c\u4e00\u4e2a\u53d7\u5bb3\u8005\u3002<\/p>\n Nitin Gopi\uff0c\u597d\u5947<\/strong><\/p>\n \u8ba1\u7b97\u673a\u7a0b\u5e8fvs \u4fc4\u7f57\u65af\u65b9\u5757<\/p>\n \u4e0d\u77e5\u9053\u4f60\u4eec\u542c\u8fc7\u8fd9\u4ef6\u4e8b\u6ca1\uff0c\u5f88\u591a\u4eba\u89c9\u5f97\u53ef\u6015\u3002<\/p>\n CMU\u535a\u58ebTom Murphy\u521b\u9020\u4e86\u4e00\u4e2aAI\uff0c\u80fd\u901a\u8fc7\u89c2\u5bdf\u5f97\u5206\u6765\u5b66\u4f1a\u73a9NES\uff08\u5176\u5b9e\u5c31\u662f\u4efb\u5929\u5802\u7ea2\u767d\u673a\uff09\u6e38\u620f\u3002\u539f\u7406\u5f88\u7b80\u5355\uff0c\u505a\u5f97\u5bf9\u5c31\u5f97\u5206\uff0c\u7136\u540e\u4e0d\u65ad\u5c1d\u8bd5\u3002\u8fd9\u4e2aAI\u5b66\u4f1a\u4e86\u5f88\u591a\u6253\u6e38\u620f\u7684\u6280\u5de7\u548c\u7b56\u7565\uff0c\u751a\u81f3\u4e00\u4e9b\u4eba\u7c7b\u90fd\u4e0d\u77e5\u9053\u7684bug\u3002<\/p>\n \u8fd9\u4e2aAI\u53eb\u505a\u201cNES\u6e38\u620f\u81ea\u52a8\u5316\u6280\u672f\u201d\uff0c\u51e0\u4e4e\u53ef\u4ee5\u641e\u5b9a\u6240\u6709\u7684\u6e38\u620f\u3002<\/p>\n Tom\u8ba9\u8fd9\u4e2a\u7a0b\u5e8f\u73a9\u4fc4\u7f57\u65af\u65b9\u5757\u3002\u8fd9\u4e2a\u6e38\u620f\u4e0d\u7528\u591a\u4ecb\u7ecd\u4e86\uff0c\u7b80\u5355\u5374\u53c8\u5f88\u6709\u6311\u6218\u3002\u65b9\u5757\u7684\u51fa\u73b0\u662f\u968f\u673a\u7684\uff0c\u6240\u4ee5AI\u4e5f\u65e0\u6cd5\u5f88\u597d\u7684\u8fdb\u884c\u957f\u8fdc\u89c4\u5212\u3002<\/p>\n \u5728\u4e00\u6b21\u73a9\u4fc4\u7f57\u65af\u65b9\u5757\u65f6\uff0c\u773c\u770b\u6e38\u620f\u5c31\u8981\u7ed3\u675f\uff0cAI\u505a\u4e86\u4e00\u4e2a\u4ee4\u4eba\u6bdb\u9aa8\u609a\u7136\u7684\u4e3e\u52a8\uff1a\u5b83\u6ca1\u6709\u5750\u7b49game over\uff0c\u800c\u662f\u6309\u4e0b\u4e86\u6682\u505c\u6309\u94ae\u3002\u4e00\u76f4\u6682\u505c\u4e0d\u52a8\u4e86\u3002<\/strong><\/p>\n \u6309\u7167Tom\u7684\u89e3\u91ca\uff0cAI\u8ba4\u4e3a\u5f53\u65f6\u7684\u60c5\u51b5\u4e0b\uff0c\u552f\u4e00\u7684\u5e94\u5bf9\u4e3e\u63aa\u5c31\u662f\u4e0d\u73a9\u4e86\u3002\u6ca1\u9519\uff0c\u6309\u4e0b\u6682\u505c\u952e\u4e0d\u518d\u7ee7\u7eed\uff0c\u90a3\u5c40\u6c38\u8fdc\u4e5f\u4e0d\u4f1a\u8f93\u3002<\/p>\n \u4e0d\u77e5\u600e\u7684\uff0c\u8fd9\u4ef6\u4e8b\u8ba9\u6211\u9690\u9690\u7684\u4e0d\u5b89\u3002<\/p>\n Vasily Konovalov\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0cML\/NLP\u7814\u7a76\u5458<\/strong><\/p>\n \u8fd9\u4e2a\u6545\u4e8b\u53d1\u751f\u5728\u4e0d\u4e45\u4e4b\u524d\u3002<\/p>\n \u201cFacebook\u7684\u5de5\u7a0b\u5e08\u60ca\u614c\u5931\u63aa\uff0c\u8d76\u7d27\u62d4\u6389\u4e86AI\u7684\u7535\u6e90\u63d2\u5934\u3002\u201d<\/p>\n \u201c\u4eba\u7c7b\u771f\u7684\u521b\u9020\u51fa\u5f17\u5170\u80af\u65af\u5766\uff1f\u201d<\/p>\n \u4e0a\u9762\u7684\u5f15\u7528\uff0c\u90fd\u7528\u6765\u63cf\u8ff0Facebook\u5f00\u53d1\u7684\u8c08\u5224\u673a\u5668\u4eba\u3002\u8fd9\u4e2a\u7814\u7a76\u662f\u60f3\u5f00\u53d1\u4e00\u79cd\u80fd\u4ee5\u81ea\u7136\u8bed\u8a00\u8fdb\u884c\u591a\u95ee\u9898\u8c08\u5224\u7684AI\u7cfb\u7edf\u3002\u5bf9\u8bdd\u7cfb\u7edf\u7684\u590d\u6742\u67b6\u6784\u88ab\u7ecf\u8fc7\u8bad\u7ec3\u7684RNN\u7f51\u7edc\u53d6\u4ee3\uff0c\u5bf9\u8bdd\u7b56\u7565\u7684\u8bad\u7ec3\u91c7\u7528\u4e86\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n \u4e0d\u8fc7\u5728\u8fd9\u4e2aAI\u5c1d\u8bd5\u4e92\u76f8\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4ea7\u751f\u4e86\u4e00\u4e9b\u770b\u8d77\u6765\u201c\u4ee4\u4eba\u6bdb\u9aa8\u609a\u7136\u201d\u7684\u5bf9\u8bdd\u3002<\/p>\n Sriraman Madhavan\uff0c\u65af\u5766\u798f\u5b66\u7edf\u8ba1\uff0cFacebook\u5b9e\u4e60<\/strong><\/p>\n Target\u8d85\u5e02\u6bd4\u7236\u6bcd\u66f4\u65e9\u53d1\u73b0\u4e86\u4e00\u540d\u6000\u5b55\u5c11\u5e74\u3002<\/p>\n \u4e00\u4f4d\u6124\u6012\u7684\u7236\u4eb2\u8d70\u8fdbTarget\u8d85\u5e02\u8981\u89c1\u7ecf\u7406\u3002\u201c\u4f60\u4eec\u600e\u4e48\u7ed9\u6211\u5973\u513f\u5bc4\u8fd9\u4e2a\uff01\u201d\u4ed6\u543c\u9053\u201c\u5979\u8fd8\u662f\u9ad8\u4e2d\u751f\uff0c\u4f60\u4eec\u5bc4\u9001\u5a74\u513f\u7528\u54c1\u7684\u4f18\u60e0\u5238\uff1f\u9f13\u52b1\u5979\u6000\u5b55\uff1f\u201d<\/p>\n \u51e0\u5929\u4e4b\u540e\u3002\u201c\u6211\u8ddf\u5973\u513f\u8c08\u4e86\u201d\uff0c\u8fd9\u4f4d\u7236\u4eb2\u8bf4\u201c\u5bb6\u91cc\u6709\u4e9b\u60c5\u51b5\u6211\u81ea\u5df1\u90fd\u6ca1\u6ce8\u610f\u5230\u3002\u4ed6\u7684\u9884\u4ea7\u671f\u5728\u516b\u6708\u4efd\u3002\u6211\u6b20\u4f60\u4eec\u4e00\u4e2a\u9053\u6b49\u201d\u3002<\/p>\n \u4e8b\u60c5\u662f\u8fd9\u6837\u7684\u3002Target\u8d85\u5e02\u6709\u4e00\u4e2a\u7cfb\u7edf\uff0c\u80fd\u6839\u636e\u6bcf\u4f4d\u987e\u5ba2\u7684\u8d2d\u7269\u6e05\u5355\uff0c\u63a8\u6d4b\u4ed6\u4eec\u7684\u201c\u6000\u5b55\u6307\u6570\u201d\u3002\u8fd9\u4e2a\u7cfb\u7edf\u53ef\u4ee5\u6bd4\u8f83\u7cbe\u51c6\u7684\u4f30\u7b97\u9884\u4ea7\u671f\uff0c\u4ee5\u4fbfTarget\u5bc4\u9001\u7279\u5b9a\u9636\u6bb5\u7684\u4f18\u60e0\u5238\u3002<\/p>\n \u8fd9\u4ef6\u4e8b\u53d1\u751f\u57282012\u5e74\uff0c\u73b0\u5728\u4e5f\u8c08\u4e0d\u4e0a\u4ec0\u4e48\u6700\u5148\u8fdb\u7684AI\u3002\u4f46\u5b83\u4ecd\u662f\u4e00\u4e2a\u4ee4\u4eba\u611f\u5230\u53ef\u6015\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n Shay Zykova\uff0c<\/strong>ESL\u6559\u5e08\uff0c\u6765\u81ea\u590f\u5a01\u5937\u4f4f\u5728\u4fc4\u7f57\u65af<\/strong><\/p>\n \u6bd4\u65b9\uff0c\u6740\u6b7b\u7ade\u4e89\u5bf9\u624b\u3002<\/p>\n \u8fd9\u662f\u6211\u542c\u6765\u7684\u6545\u4e8b\uff0c\u4f46\u6211\u53d1\u8a93\u662f\u771f\u4e8b\u3002\u7f8e\u56fd\u7684\u5927\u5b66\uff08\u5e94\u8be5\u662fMIT\uff09\u4e3e\u529e\u4e86\u4e00\u573a\u673a\u5668\u4eba\u5927\u8d5b\u3002\u53c2\u8d5b\u56e2\u961f\u9700\u8981\u8bbe\u8ba1\u4e00\u4e2a\u673a\u5668\u4eba\uff0c\u4efb\u52a1\u662f\u628a\u7f8a\uff08\u4e5f\u662f\u673a\u5668\u7684\uff09\u6293\u5230\u81ea\u5df1\u7684\u7f8a\u5708\u91cc\u3002\u673a\u5668\u4eba\u9700\u8981\u81ea\u4e3b\u601d\u8003\u5e76\u6267\u884c\u7b56\u7565\uff0c\u6293\u7f8a\u6700\u591a\u7684\u624d\u80fd\u8d62\u5f97\u6bd4\u8d5b\u3002<\/p>\n \u6bd4\u8d5b\u5f00\u59cb\uff0c\u673a\u5668\u4eba\u5f00\u59cb\u75af\u72c2\u7684\u6349\u7f8a\u3002\u4f46\u662f\uff0c\u6709\u4e2a\u673a\u5668\u4eba\u53ea\u6349\u4e86\u4e00\u53ea\u7f8a\uff0c\u5c31\u5173\u4e0a\u4e86\u7f8a\u5708\u7684\u95e8\u3002\u968f\u540e\uff0c\u53ef\u6015\u7684\u4e8b\u60c5\u53d1\u751f\u4e86\u3002\u8fd9\u4e2a\u673a\u5668\u4eba\u5f00\u59cb\u6467\u6bc1\u5176\u4ed6\u7684\u53c2\u8d5b\u5bf9\u624b\u3002\u5b83\u7684\u7b56\u7565\u662f\uff0c\u6839\u672c\u4e0d\u7528\u6349\u7f8a\uff0c\u628a\u5bf9\u624b\u6d88\u706d\u6389\u5c31\u8d62\u4e86\u3002<\/p>\n \u7ec6\u601d\u6781\u6050\u2026\u2026<\/p>\n Arun\uff0c\u5e02\u573a<\/strong><\/p>\n \u8bfa\u65af\u6d1b\u666e\u00b7\u683c\u9c81\u95e8\u516c\u53f8\uff08Northrop Grumman\uff09\u66fe\u7ecf\u521b\u9020\u4e86\u4e00\u4e2a\u5f88\u68d2\u7684\u65e0\u4eba\u673a\uff0c\u4ee3\u53f7X-47B\uff08\u4e5f\u5c31\u662fSalty Dog 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\u5218\u5353\u5e05<\/h3>\n
<\/span><\/h3>\n
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