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\u5982\u679c\u5c06\u5bf9\u8bdd\u4efb\u52a1\u6362\u6210\u4e0b\u56f4\u68cb\uff0c\u6211\u4eec\u73b0\u5728\u663e\u7136\u65e0\u6cd5\u518d\u6839\u636e\u673a\u5668\u7684\u56f4\u68cb\u6c34\u5e73\u6765\u5224\u65ad\u5bf9\u65b9\u662f\u4eba\u8fd8\u662f\u673a\u5668\u3002\u56e0\u4e3a\u4f17\u6240\u5468\u77e5\uff0c\u673a\u5668\u5728\u56f4\u68cb\u6e38\u620f\u65b9\u9762\u5df2\u7ecf\u8fdc\u8d85\u4eba\u7c7b\u51a0\u519b\u6c34\u5e73\u3002\u968f\u7740\u673a\u5668\u8bed\u97f3\u548c\u5bf9\u8bdd\u80fd\u529b\u7684\u63d0\u5347\uff0c\u6211\u4eec\u4e5f\u8d8a\u6765\u8d8a\u96be\u4ee5\u5224\u65ad\u4e3a\u4f60\u670d\u52a1\u7684\u7535\u8bdd\u5ba2\u670d\u5230\u5e95\u662f\u673a\u5668\u8fd8\u662f\u4eba\u7c7b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>1956 \u5e74\uff0c\u5728\u7f8e\u56fd\u6c49\u8bfa\u5a01\u5c0f\u9547\u7684\u8fbe\u7279\u8305\u65af\u5b66\u9662\u53ec\u5f00\u7684\u4e00\u6b21\u7814\u8ba8\u4f1a\u4e0a\uff0c\u4e00\u6279\u5404\u6709\u6240\u957f\u7684\u79d1\u5b66\u5bb6\u805a\u5728\u4e00\u8d77\uff0c\u8ba8\u8bba\u7740\u4e00\u4e2a\u5f53\u65f6\u88ab\u8ba4\u4e3a\u4e0d\u5207\u5b9e\u9645\u7684\u4e3b\u9898\u2014\u2014\u8ba9\u9010\u6e10\u6210\u719f\u7684\u8ba1\u7b97\u673a\u4ee3\u66ff\u4eba\u7c7b\u89e3\u51b3\u4e00\u4e9b\u611f\u77e5\u3001\u8ba4\u77e5\u4e43\u81f3\u51b3\u7b56\u7684\u95ee\u9898\u3002\u4f1a\u8bae\u6574\u6574\u5f00\u4e86 2 \u4e2a\u6708\uff0c\u79d1\u5b66\u5bb6\u4eec\u5404\u6267\u4e00\u8bcd\uff0c\u8c01\u90fd\u8bf4\u670d\u4e0d\u4e86\u8c01\uff0c\u6700\u540e\u6709\u4eba\u63d0\u51fa\u4e86\u201c\u4eba\u5de5\u667a\u80fd\u201d\u7684\u8bf4\u6cd5\u3002\u8fd9\u6b21\u4f1a\u8bae\u88ab\u516c\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u8bde\u751f\u7684\u6807\u5fd7\u3002\u540c\u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u88ab\u786e\u7acb\u4e3a\u4e00\u95e8\u5b66\u79d1\u3002<\/p>\n<p>\u8fd9\u4e00\u65b0\u5174\u5b66\u79d1\u7684\u4ea7\u751f\uff0c\u5f88\u5feb\u5c31\u5f15\u8d77\u5b66\u672f\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u7814\u7a76\u8005\u7eb7\u81f3\u6c93\u6765\uff0c\u65b0\u8bfe\u9898\u5c42\u51fa\u4e0d\u7a77\u3002\u4ece 20 \u4e16\u7eaa 50 \u5e74\u4ee3\u540e\u671f\u5230 60 \u5e74\u4ee3\uff0c\u6d8c\u73b0\u51fa\u4e86\u4e00\u5927\u6279\u6210\u529f\u7684 AI \u7a0b\u5e8f\u548c\u65b0\u7684\u7814\u7a76\u65b9\u5411\u3002\u6709\u4eba \u5f00\u53d1\u4e86\u7a0b\u5e8f STUDENT\uff0c\u5b83\u80fd\u591f\u89e3\u51b3\u9ad8\u4e2d\u7a0b\u5ea6\u7684\u4ee3\u6570\u5e94\u7528\u9898\uff0c \u88ab\u8ba4\u4e3a\u662f\u4eba\u5de5\u667a\u80fd\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u65e9\u671f\u7684\u5e94\u7528\u6210\u679c\u3002\u6709\u4eba\u521b\u5efa\u4e86\u5168\u4e16\u754c\u6700\u65e9\u7684\u804a\u5929\u673a\u5668\u4eba ELIZA\uff0c\u5b83\u53ef\u4ee5\u4f7f\u7528\u82f1\u8bed\u548c\u7528\u6237\u4ea4\u6d41\u3002ELIZA \u662f\u4e00\u4e2a\u65e9\u671f\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7a0b\u5e8f\uff0c\u5b83\u901a\u8fc7\u6a21\u5f0f\u5339\u914d\u548c\u66ff\u4ee3\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u4eba\u673a\u5bf9\u8bdd\uff08\u5176\u5b9e\u53ea\u662f\u6309\u56fa\u5b9a\u5957\u8def\u4f5c\u7b54\uff0c\u673a\u5668\u5e76\u4e0d\u7406\u89e3\u8bed\u8a00\u7684\u610f\u4e49\uff0c\u5b9e\u9645\u4e0a\u8ddd\u79bb\u771f\u6b63\u7684\u4eba\u5de5\u667a\u80fd\u8fd8\u6709\u5f88\u957f\u7684\u8ddd\u79bb\u8981\u8d70\uff09\u3002<\/p>\n<p>20 \u4e16\u7eaa 60 \u5e74\u4ee3\u4e2d\u671f\uff0c\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5728\u8d44\u91d1\u65b9\u9762\u5f97\u5230\u4e86\u5927\u91cf\u8d44\u52a9\uff0c\u5e76\u4e14\u5728\u4e16\u754c\u5404\u5730\u5efa\u7acb\u4e86\u5b9e\u9a8c\u5ba4\u3002\u5f53\u65f6\u4eba\u5de5\u667a\u80fd\u7684\u7814\u7a76\u4eba\u5458\u4eec\u5bf9\u672a\u6765\u5145\u6ee1\u4fe1\u5fc3\uff0c\u8457\u540d\u7684\u79d1\u5b66\u5bb6\u8d6b\u4f2f\u7279\u00b7\u897f\u8499\uff08 Herbert Simon\uff09\u751a\u81f3\u9884\u8a00\uff1a\u201c\u673a\u5668\u5c06\u80fd\u591f\u572820 \u5e74\u5185\u5b8c\u6210\u4eba\u7c7b\u53ef\u4ee5\u505a\u7684\u4efb\u4f55\u5de5\u4f5c\u3002\u201d\u8fd8\u6709\u7684\u79d1\u5b66\u5bb6\u8ba4\u4e3a\u201c\u5728\u4e00\u4ee3\u4eba\u4e4b\u5185\u2026\u2026\u521b\u9020\u2018\u4eba\u5de5\u667a\u80fd\u2019\u7684\u95ee\u9898\u5c06\u57fa\u672c\u89e3\u51b3\u201d\u3002\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8fce\u6765\u4e86\u7b2c\u4e00\u4e2a\u201c\u9ec4\u91d1\u201d\u53d1\u5c55\u65f6\u671f\u3002<\/p>\n<p>\u7136\u800c\uff0c\u73b0\u5b9e\u5e76\u4e0d\u50cf\u4eba\u4eec\u9884\u671f\u7684\u90a3\u6837\u4e50\u89c2\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u906d\u9047\u4e86\u74f6\u9888\u3002\u4e3b\u8981\u7684\u539f\u56e0\u662f\uff1a\u5f53\u65f6\u8ba1\u7b97\u673a\u7684\u8fd0\u7b97\u80fd\u529b\u548c\u6570\u636e\u5904\u7406\u80fd\u529b\u8f83\u4f4e\uff0c\u6570\u636e\u4e5f\u76f8\u5bf9\u532e\u4e4f\uff0c\u4e0d\u80fd\u6ee1\u8db3\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u9700\u8981\u3002\u4eba\u5de5\u667a\u80fd\u6b65\u5165\u7b2c\u4e00\u6b21\u4f4e\u8c37\u671f\u3002<\/p>\n<p><strong>2. 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\u901a\u8fc7\u77e5\u8bc6\u8868\u793a\u548c\u77e5\u8bc6\u63a8\u7406\u6280\u672f\uff0c\u6765\u6a21\u62df\u9886\u57df\u4e13\u5bb6\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u3002\u4e13\u5bb6\u7cfb\u7edf\u4ee5\u77e5\u8bc6\u5e93\u548c\u63a8\u7406\u673a\u4e3a\u6838\u5fc3\uff0c\u5229\u7528\u77e5\u8bc6\u5f97\u5230\u4e00\u4e2a\u6ee1\u610f\u7684\u89e3\u662f\u7cfb\u7edf\u7684\u6c42\u89e3\u76ee\u6807\u3002\u8457\u540d\u7684\u4e13\u5bb6\u7cfb\u7edf\u5305\u62ec\uff1aExSys( \u7b2c\u4e00 \u4e2a\u5546\u7528\u7684\u4e13\u5bb6\u7cfb\u7edf )\u3001Mycin\uff08\u4e00\u4e2a\u8bca\u65ad\u7cfb\u7edf\uff09\u7b49\u3002<\/p>\n<p>\u4e8c\u662f\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u518d\u6b21\u5174\u8d77\u3002\u5927\u536b\u00b7\u9c81\u59c6\u54c8\u7279\uff08David Rumelhart\uff09\u7b49\u4eba\u4e8e 20 \u4e16\u7eaa 80 \u5e74\u4ee3\u63d0\u51fa\u7684\u591a\u5c42\u611f\u77e5\u5668\u53ca\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\uff0c\u4f18\u5316\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u4e00\u65f6\u671f\u6bd4\u8f83\u6709\u5f71\u54cd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u662f\u65e5\u672c\u7684\u201c\u7b2c\u4e94\u4ee3\u8ba1\u7b97\u673a\u9879\u76ee\u201d\u300220 \u4e16\u7eaa 80 \u5e74\u4ee3\uff0c\u65e5\u672c\u63d0\u51fa\u4e86\u201c\u7b2c\u4e94\u4ee3\u8ba1\u7b97\u673a\u9879\u76ee\u201d\u3002\u5b83\u7684\u4e3b\u8981\u76ee\u6807\u4e4b\u4e00\u662f\u7a81\u7834\u6240\u8c13\u7684\u201c\u51af\u00b7\u8bfa\u4f9d\u66fc\u74f6\u9888\u201d \uff08\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u662f\u4ee5\u5b58\u50a8\u7a0b\u5e8f\u4e3a\u6838\u5fc3\u601d\u60f3\u7684\u4e3b\u6d41\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\uff0c\u5f53\u65f6\u7684\u65e5\u672c\u5b66\u8005\u8ba4\u4e3a\u8fd9\u4e00\u4f53\u7cfb\u7ed3\u6784\u53ea\u80fd\u5b9e\u73b0\u6709\u9650\u7684\u8fd0\u7b97\u548c\u4fe1\u606f\u5904\u7406\uff0c\u56e0\u6b64\u79f0\u4e4b\u4e3a\u201c\u51af\u00b7\u8bfa\u4f9d\u66fc\u74f6\u9888\u201d\uff09\uff0c\u5b9e\u73b0\u5177\u6709\u63a8\u7406\u4ee5\u53ca\u77e5\u8bc6\u5904\u7406\u80fd\u529b\u7684\u4eba\u5de5\u667a\u80fd\u8ba1\u7b97\u673a\u3002\u5728\u7b2c\u4e94\u4ee3\u8ba1\u7b97\u673a\u9879\u76ee\u7684\u6fc0\u52b1\u4e0b\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u7814\u7a76\u9879\u76ee\u5f97\u5230\u63a8\u8fdb\u30021985 \u5e74\uff0c\u4eba\u5de5\u667a\u80fd\u5e02\u573a\u89c4\u6a21\u5df2\u8d85\u8fc7\u5341\u4ebf\u7f8e\u5143\u3002<\/p>\n<p>\u7136\u800c\uff0c\u597d\u666f\u4e0d\u957f\u3002\u53d7\u9650\u4e8e\u5f53\u65f6\u6709\u9650\u7684\u6570\u636e\u548c\u7b97\u529b\uff0c\u673a\u5668\u4ecd\u7136\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u60c5\u5f62\u3002\u6bd4\u5982\uff0c\u4e13\u5bb6\u7cfb\u7edf\u4e2d\u7684 if-then \u89c4\u5219\u5728\u63cf\u8ff0\u590d\u6742\u95ee\u9898\u65f6\u5448\u6307\u6570\u589e\u957f\uff0c\u6709\u9650\u7684\u7b97\u529b\u96be\u4ee5\u652f\u6491\u8fd9\u7c7b\u590d\u6742\u95ee\u9898\u7684 \u89e3\u51b3\u3002\u4ece 1987 \u5e74 Lisp\uff08\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8f\u8bbe\u8ba1\u7684\u4e3b\u8981\u8bed\u8a00\uff09\u673a\u5e02\u573a\u5d29\u6e83\u5f00\u59cb\uff0c\u4eba\u4eec\u5bf9\u4e13\u5bb6\u7cfb\u7edf\u548c\u4eba\u5de5\u667a\u80fd\u5931\u53bb\u4fe1\u4efb\uff0c\u4eba\u5de5\u667a\u80fd\u8fdb\u5165\u7b2c\u4e8c\u6b21\u4f4e\u8c37\u671f\u3002<\/p>\n<p><strong>3. \u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u7b2c\u4e09\u6b21 *********<\/strong><\/p>\n<p>\u59cb\u4e8e 20 \u4e16\u7eaa 90 \u5e74\u4ee3\u672b\u548c\u672c\u4e16\u7eaa\u521d\uff0c\u4eba\u5de5\u667a\u80fd\u518d\u4e00\u6b21\u6084\u7136\u5d1b\u8d77\u30022006 \u5e74\uff0c\u52a0\u62ff\u5927\u591a\u4f26\u591a\u5927\u5b66\u7684\u6770\u5f17\u91cc\u00b7\u8f9b\u987f\uff08 Geoffrey Hinton\uff09\u6559\u6388\u53ca\u5176\u5b66\u751f\u63d0\u51fa\u4e86\u6df1\u5ea6\u5b66\u4e60\uff0c\u5e76\u8fc5\u901f\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u6e38\u620f\u548c\u641c\u7d22\u5f15\u64ce\u7b49\u9886\u57df\u83b7\u5f97\u663e\u8457\u6548\u679c\u3002\u9664\u4e86\u4ee5\u6df1\u5ea6\u5b66\u4e60\u4e3a\u4ee3\u8868\u7b97\u6cd5\u7684\u8fd9\u4e00\u539f\u56e0\u4e4b\u5916\uff0c\u8fd9\u4e00\u9636\u6bb5\u7684\u6210\u529f\u8fd8\u5f97\u76ca\u4e8e\u8ba1\u7b97\u673a\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\u4ee5\u53ca\u5404\u884c\u5404\u4e1a\u6d77\u91cf\u6570\u636e\u7684\u7d2f\u79ef\u3002<\/p>\n<p>\u8fd9\u4e00\u6ce2\u4eba\u5de5\u667a\u80fd\u6d6a\u6f6e\u4ecd\u5728\u53d1\u5c55\uff0c\u5df2\u53d1\u751f\u7684\u6bd4\u8f83\u5177\u6709\u4ee3\u8868\u6027\u7684\u4e8b\u4ef6\u6709\uff1a<\/p>\n<p>\u4e00\u662f\u8ba1\u7b97\u673a\u4e0e\u4eba\u7c7b\u7684\u68cb\u575b\u535a\u5f08\u30021997\u5e74 5 \u6708 11 \u65e5\uff0c\u6df1\u84dd\u6210\u4e3a\u7b2c\u4e00\u4e2a\u51fb\u8d25\u536b\u5195\u56fd\u9645\u8c61\u68cb\u4e16\u754c\u51a0\u519b\u52a0\u91cc\u00b7\u5361\u65af\u5e15\u7f57\u592b\u7684\u8ba1\u7b97\u673a\u56fd\u9645\u8c61\u68cb\u7cfb\u7edf\u30022016 \u5e74 3 \u6708\uff0c\u963f\u5c14\u6cd5\u56f4\u68cb\uff08 AlphaGo\uff09\u4ee5 4\u22361 \u51fb\u8d25\u674e\u4e16\u77f3\uff0c\u6210\u4e3a\u7b2c\u4e00\u4e2a\u51fb\u8d25\u804c\u4e1a\u56f4\u68cb\u4e16\u754c\u51a0\u519b\u7684\u7535\u8111\u56f4\u68cb\u7a0b\u5e8f\u30022017 \u5e74 5 \u6708\uff0c\u963f\u5c14\u6cd5\u56f4\u68cb\u5728\u4e2d\u56fd\u4e4c\u9547\u56f4\u68cb\u5cf0\u4f1a\u7684\u4e09\u5c40\u6bd4\u8d5b\u4e2d\uff0c\u51fb\u8d25\u4e86\u5f53\u65f6\u4e16\u754c\u6392\u540d\u7b2c\u4e00\u7684\u4e2d\u56fd\u68cb\u624b\u67ef\u6d01\u3002\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\uff0c\u7ecf\u8fc7\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u540e\uff0c\u963f\u6cd5\u5143 \uff08AlphaGoZero\uff09\u65e0\u9700\u4eba\u7c7b\u7ecf\u9a8c\uff0c\u901a\u8fc7\u81ea\u6211\u535a\u5f08\uff0c\u4ee5100\u22360 \u51fb\u8d25\u963f\u5c14\u6cd5\u56f4\u68cb\u3002<\/p>\n<p>\u4e8c\u662f\u673a\u5668\u5728\u56fe\u50cf\u8bc6\u522b\u4e0e\u8bed\u97f3\u8bc6\u522b\u7b49\u4efb\u52a1\u4e2d\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u3002\u56fe\u50cf\u5904\u7406\u4efb\u52a1\u4e2d\u7684\u9519\u8bef\u7387\u81ea 2011 \u5e74\u4ee5\u6765\u663e\u8457\u4e0b\u964d\u3002\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u5982\u624b\u5199\u6570\u5b57\u4f53\u8bc6\u522b\u6570\u636e\u96c6\u4e0a\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u51c6\u786e\u7387\u5df2 \u7ecf\u8d85\u8fc7\u4eba\u7c7b\u7684\u5e73\u5747\u51c6\u786e\u7387\u3002\u5728\u8bed\u97f3\u8bc6\u522b\u65b9\u9762\uff0c\u79d1\u5927\u8baf\u98de\u7b49\u516c\u53f8\u7684\u8bed\u97f3\u8bc6\u522b\u7387\u9ad8\u8fbe 98%\uff082018 \u5e74\u7684\u6c34\u5e73\uff09\uff0c\u8bed\u97f3\u8bc6\u522b\u6c34\u5e73\u5728 2016 \u5e74\u5c31\u5df2\u7ecf\u8fbe\u5230\u4e86\u4eba\u7c7b\u6c34\u5e73\u3002<\/p>\n<p>\u4e09\u662f\u673a\u5668\u5728\u8bed\u8a00\u7406\u89e3\u7b49\u76f8\u5173\u4efb\u52a1\u4e0a\u53d6\u5f97\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u8ba9\u673a\u5668\u5177\u5907\u7406\u89e3\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u7684\u80fd\u529b\u662f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u5386\u7a0b\u4e2d\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u4efb\u52a1\u3002\u66f4\u6709\u4e13\u5bb6\u8ba4\u4e3a\uff0c\u8bed\u8a00\u7406\u89e3\u662f\u4eba\u5de5\u667a\u80fd\u6842\u51a0\u4e0a \u7684\u660e\u73e0\u3002\u8fd1\u5e74\u6765\uff0c\u5f97\u76ca\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u548c\u5927\u89c4\u6a21\u8bed\u6599\uff0c\u673a\u5668\u5728\u4e00\u7cfb\u5217\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u4e2d\u653b\u57ce\u7565\u5730\u3002\u6bd4\u5982\u5728\u65af\u5766\u798f\u95ee\u7b54\u6570\u636e\u96c6 \uff08Stanford Question Answering Dataset\uff0c\u7b80\u79f0\u201c SQuAD\u201d\uff09\u6587\u672c\u7406\u89e3\u6311\u6218\u8d5b\u4e0a\uff0c\u65e9\u5728 2018 \u5e74\u5e74\u521d\uff0c\u6765\u81ea\u963f\u91cc\u7684\u7814\u7a76\u56e2\u961f\u6240\u63d0\u51fa\u7684\u673a\u5668\u9605\u8bfb\u7406\u89e3\u6a21\u578b\u5c31\u53d6\u5f97\u8d85\u8fc7\u4eba\u7c7b\u6c34\u5e73\u7684\u51c6\u786e\u7387\u3002\u57282018 \u5e74\u7684\u8c37\u6b4c I\/O \u5927\u4f1a\u4e0a\uff0c\u8c37\u6b4c\u5c55\u793a\u4e86\u4e00\u6bb5\u8c37\u6b4c\u52a9\u7406\uff08\u8c37\u6b4c\u7684\u4e00\u4e2a\u5e94\u7528\u8f6f\u4ef6\uff09\u4e0e\u4eba\u7c7b\u957f\u8fbe\u6570\u5206\u949f\u7684\u7535\u8bdd\uff0c\u73b0\u573a\u89c2\u4f17\u51e0\u4e4e\u65e0\u6cd5\u5206\u8fa8\u51fa\u8c01\u662f\u673a\u5668\uff0c\u8c01\u662f\u4eba\u7c7b\u3002\u6b64\u540e\uff0c\u5404\u7c7b\u5ba2\u670d\u7535\u8bdd\u5927\u91cf\u7531\u673a\u5668\u4ee3\u66ff\uff0c \u667a\u80fd\u5ba2\u670d\u7684\u6210\u529f\u5e94\u7528\u5927\u5e45\u964d\u4f4e\u4e86\u4eba\u5de5\u5ba2\u670d\u6210\u672c\u3002<\/p>\n<p>\u8fd9\u4e9b\u4e8b\u4ef6\u7684\u53d1\u751f\uff0c\u8ba9\u4eba\u4eec\u5145\u5206\u8ba4\u8bc6\u5230\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u8574\u542b\u7684\u7ecf\u6d4e\u4ef7\u503c\u4e0e\u793e\u4f1a\u6f5c\u80fd\u3002\u4eba\u4eec\u5bf9\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u8ba4\u8bc6\u7531\u6b64\u4e0a\u5347\u5230\u4e86\u4e00\u4e2a\u524d\u6240\u672a\u6709\u7684\u9ad8\u5ea6\uff0c\u4ece\u800c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u7684\u4e0d\u540c\u89c6\u89d2<\/strong><\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u662f\u4e2a\u5e9e\u6742\u7684\u5b66\u79d1\uff0c\u4e0d\u540c\u7684\u89c6\u89d2\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u7406\u89e3\u4e0d\u5c3d\u76f8\u540c\u3002\u8ba9\u6211\u4eec\u6765\u4e86\u89e3\u4e00\u4e0b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u4e3b\u8981\u5b66\u672f\u6d41\u6d3e\u7684\u770b\u6cd5\u5427\uff01<\/p>\n<p><strong>1. \u7b26\u53f7\u4e3b\u4e49\u6d41\u6d3e\u662f\u8fd9\u6837\u8ba4\u4e3a\u7684<\/strong><\/p>\n<p>\u7b26\u53f7\u4e3b\u4e49\u6d41\u6d3e\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u6e90\u4e8e\u6570\u7406\u903b\u8f91\uff0c\u53c8\u79f0\u201c\u903b\u8f91\u4e3b\u4e49\u6d41\u6d3e\u201d\u3002\u6570\u7406\u903b\u8f91\u4ece 19 \u4e16\u7eaa\u672b\u8d77\u83b7\u5f97\u8fc5\u901f\u53d1\u5c55\uff0c\u5230 20 \u4e16\u7eaa 30 \u5e74\u4ee3\u5f00\u59cb\u7528\u4e8e\u63cf\u8ff0\u667a\u80fd\u884c\u4e3a\u3002\u8ba1\u7b97\u673a\u51fa\u73b0\u540e\uff0c\u53c8\u5728\u8ba1\u7b97\u673a\u4e0a \u5b9e\u73b0\u4e86\u903b\u8f91\u6f14\u7ece\u7cfb\u7edf\uff0c\u5176\u4ee3\u8868\u6027\u6210\u679c\u4e3a\u542f\u53d1\u5f0f\u7a0b\u5e8f LT\uff08\u903b\u8f91 \u7406\u8bba\u5bb6\uff09\uff0c\u8bc1\u660e\u4e86 38 \u6761\u6570\u5b66\u5b9a\u7406\uff0c\u8868\u660e\u5e94\u7528\u8ba1\u7b97\u673a\u7814\u7a76\u4eba\u7684\u601d\u7ef4\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u6a21\u62df\u4eba\u7c7b\u667a\u80fd\u6d3b\u52a8\u3002<\/p>\n<p>\u7b26\u53f7\u4e3b\u4e49\u8ba4\u4e3a\u4eba\u7c7b\u7684\u8ba4\u77e5\u8fc7\u7a0b\u662f\u7b26\u53f7\u64cd\u4f5c\u4e0e\u8fd0\u7b97\u7684\u8fc7\u7a0b\uff0c \u4e3b\u5f20\u7528\u516c\u7406\u548c\u903b\u8f91\u4f53\u7cfb\u642d\u5efa\u4e00\u5957\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u7b26\u53f7\u4e3b\u4e49\u8ba4\u4e3a\uff0c\u77e5\u8bc6\u8868\u793a\u3001\u77e5\u8bc6\u63a8\u7406\u548c\u77e5\u8bc6\u5e94\u7528\u662f\u4eba\u5de5\u667a\u80fd\u7684\u6838\u5fc3\u3002\u77e5\u8bc6 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\u4eba\u5de5\u667a\u80fd\u4e0e\u7b97\u529b<\/strong><\/p>\n<p>\u7b97\u529b\u5373\u8ba1\u7b97\u80fd\u529b\u3002\u7b97\u529b\u7684\u663e\u8457\u589e\u957f\uff0c\u4f53\u73b0\u5728\u8ba1\u7b97\u673a\u7684\u6570\u636e\u5b58\u50a8\u5bb9\u91cf\u548c\u6570\u636e\u5904\u7406\u901f\u5ea6\u7684\u5feb\u901f\u63d0\u5347\uff08\u53c2\u89c1\u56fe\u5f15 -6\u3001\u56fe \u5f15 -7\uff09\uff0c\u5747\u5448\u73b0\u51fa\u6307\u6570\u589e\u957f\u7684\u8d8b\u52bf\u3002\u6211\u56fd\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\u201c\u795e\u5a01\u00b7\u592a\u6e56\u4e4b\u5149\u201d\u7684\u6301\u7eed\u6027\u80fd\u4e3a 9.3 \u4ebf\u4ebf\u6b21 \/ \u79d2\uff0c\u5cf0\u503c\u6027\u80fd\u53ef\u4ee5\u8fbe\u5230 12.5 \u4ebf\u4ebf\u6b21 \/ \u79d2\u3002\u7b97\u529b\u7684\u5feb\u901f\u589e\u957f\uff0c\u4e00\u65b9\u9762\u662f\u7531\u4e8e\u6469\u5c14\u5b9a\u5f8b 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\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u6d41\u884c\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u5bf9\u9ad8\u6027\u80fd\u7b97\u529b\u63d0\u51fa\u4e86\u65e5\u76ca\u8feb\u5207\u7684\u9700\u6c42\u3002\u6df1\u5ea6\u5b66\u4e60\u4e3b\u8981\u4ee5\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e3a\u5b66\u4e60\u6a21\u578b\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u662f\u4ece\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u53d1\u5c55\u800c\u6765\u7684\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21 \u578b\u7684\u8bad\u7ec3\u662f\u4e2a\u5178\u578b\u7684\u9ad8\u7ef4\u53c2\u6570\u4f18\u5316\u95ee\u9898\u3002\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5177\u6709\u591a\u5c42\u7ed3\u6784\uff0c\u8fd9\u79cd\u591a\u5c42\u7ed3\u6784\u5e26\u6765\u4e86\u53c2\u6570\u7684\u6307\u6570\u589e\u957f\u3002\u4ee5 BERT\uff08Bidirectional Encoder Representation from Transformers\uff09\u4e3a\u4ee3\u8868\u7684\u8bed\u8a00\u6a21\u578b\u591a\u8fbe 3 \u4ebf\u53c2\u6570\uff0c\u6700\u65b0\u7684\u4e16\u754c\u7eaa\u5f55\u662f Nvidia \u8bad\u7ec3\u51fa\u5305\u542b 83 \u4ebf\u53c2\u6570\u7684\u8bed\u8a00\u6a21\u578b\uff082019\u5e74 8 \u6708\uff09\u3002\u4ee5 BERT \u7684 3 \u4ebf \u53c2\u6570\u7684\u6a21\u578b\u8bad\u7ec3\u4e3a\u4f8b\uff0c\u7814\u53d1\u56e2\u961f\u5171\u6d88\u8017\u4e86 16 \u5757\u4e91 TPU\uff08\u5f20\u91cf \u5904\u7406\u5355\u5143\uff09\u8fd1 4 \u5929\u65f6\u95f4\u624d\u80fd\u8bad\u7ec3\u5b8c\u6210\uff0c\u5176\u4e2d\u6bcf\u5757\u4e91 TPU \u80fd\u63d0\u4f9b 180 TFLOPs\uff081 TFLOPs \u610f\u5473\u7740\u6bcf\u79d2 1 \u4e07\u4ebf\u6b21\u7684\u6d6e\u70b9\u8fd0\u7b97\u80fd\u529b\uff09 \u7b97\u529b\u548c 64GB \u5185\u5b58\u3002<\/p>\n<p>\u56fd\u5bb6\u95f4\u7684\u4eba\u5de5\u667a\u80fd\u4e4b\u4e89\u5df2\u7ecf\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6f14\u53d8\u4e3a\u7b97\u529b\u4e4b \u4e89\u3002\u534e\u4e3a\u516c\u53f8\u63a8\u51fa\u7684\u4e00\u7cfb\u5217 AI \u8ba1\u7b97\u82af\u7247\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63a8\u52a8\u4e86\u6211\u56fd\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u7b97\u529b\u7684\u63d0\u5347\u3002<\/p>\n<p><strong>3. \u4eba\u5de5\u667a\u80fd\u4e0e\u7b97\u6cd5<\/strong><\/p>\n<p>\u7b97\u6cd5\u662f\u8ba1\u7b97\u673a\u89e3\u51b3\u95ee\u9898\u6216\u8005\u6267\u884c\u8ba1\u7b97\u7684\u6307\u4ee4\u5e8f\u5217\u3002\u5f88\u591a\u6570\u5b66\u6a21\u578b\u5728\u5177\u4f53\u8fd0\u884c\u65f6\u5f80\u5f80\u9700\u8981\u5b9e\u73b0\u76f8\u5e94\u7684\u7b97\u6cd5\uff0c\u7b97\u6cd5\u4e0e\u6a21\u578b\u5df2\u7ecf\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u91cd\u8981\u652f\u6491\u3002\u4eba\u5de5\u667a\u80fd\u7684\u76f8\u5173\u7b97\u6cd5\u7c7b\u578b\u4f17 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x\uff0c \u7ecf\u8fc7<\/p>\n<p>&nbsp;<\/p>\n<p>\u540e\u80fd\u591f\u5f97\u5230\u6b63\u786e\u7684\u8f93\u51fa\u53d8\u91cf y\u3002\u5047\u8bbe\u6211\u4eec\u6709\u623f\u5c4b\u9762\u79ef\u4e0e\u4ef7\u683c\u4e4b\u95f4\u7684\u5386\u53f2\u6570\u636e\uff08\u6bd4\u5982\u8868\u5f15 -1 \u6240\u793a\uff0c\u7b2c\u4e00\u5217\u8868\u793a 60 \u7c73 2 \u7684\u623f\u5c4b\u4ef7\u683c\u4e3a 300 \u4e07\uff0c\u5176\u4ed6\u5217\u4ee5\u6b64\u7c7b\u63a8\uff09\u3002\u8fd9\u91cc\u7684\u6bcf\u4e00\u5bf9\u623f\u5c4b\u9762\u79ef\u548c\u4ef7\u683c\u6570\u636e\uff08<\/p>\n<p>&nbsp;<\/p>\n<p>\uff09\u5c31\u662f\u4e00\u4e2a\u6837\u672c\uff0c\u6240\u6709\u6837\u672c\u7684 ********* 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