\u968f\u7740\u793e\u4f1a\u7ecf\u6d4e\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4eba\u4eec\u5bf9\u751f\u6d3b\u8d28\u91cf\u7684\u8981\u6c42\u8d8a\u6765\u8d8a\u9ad8\uff0c\u5916\u51fa\u65c5\u6e38\u7684\u4eba\u8d8a\u6765\u8d8a\u591a\u3002\u4e3a\u4e86\u66f4\u597d\u66f4\u5feb\u5730\u4fc3\u8fdb\u6211\u56fd\u65c5\u6e38\u4e1a\u9ad8\u8d28\u91cf\u53d1\u5c55\uff0c\u56fd\u5bb6\u65c5\u6e38\u5c40\u4e8e 2015 \u5e74 1 \u6708\u53d1\u5e03\u4e86\u300a\u5173\u4e8e\u4fc3\u8fdb\u667a\u6167\u65c5\u6e38\u53d1\u5c55\u7684\u6307\u5bfc\u610f\u89c1\u300b\uff0c \u6307\u51fa\u201c\u667a\u6167\u65c5\u6e38\u662f\u8fd0\u7528\u65b0\u4e00\u4ee3\u4fe1\u606f\u7f51\u7edc\u6280\u672f\u548c\u88c5\u5907\uff0c\u5145\u5206\u51c6\u786e\u53ca\u65f6\u611f\u77e5\u548c\u4f7f\u7528\u5404\u7c7b\u65c5\u6e38\u4fe1\u606f\uff0c\u4ece\u800c\u5b9e\u73b0\u65c5\u6e38\u670d\u52a1\u3001\u65c5\u6e38\u7ba1\u7406\u3001\u65c5\u6e38\u8425\u9500\u3001\u65c5\u6e38\u4f53\u9a8c\u7684\u667a\u80fd\u5316\uff0c\u4fc3\u8fdb\u65c5\u6e38\u4e1a\u6001\u5411\u7efc\u5408\u6027\u548c\u878d\u5408\u578b\u8f6c\u578b\u63d0\u5347\u201d\u3002<\/p>\n\n\n\n
\u6e38\u5ba2\u5230\u8fbe\u65c5\u6e38\u5730\u540e\uff0c\u666f\u533a\u5bfc\u6e38\u7684\u4e00\u4e2a\u91cd\u8981\u804c\u8d23\u662f\u8bb2\u597d\u666f\u70b9\u6545\u4e8b\uff0c\u5f15\u5bfc\u6e38\u5ba2\u8fdb\u5165\u89c2\u8d4f\u610f\u5883\uff0c\u63d0\u5347\u65c5\u6e38\u4f53\u9a8c\u3002\u597d\u7684\u8bb2\u89e3\u670d\u52a1\u80fd\u5e26\u7ed9\u6e38\u5ba2\u597d\u7684\u65c5\u6e38\u4f53\u9a8c\uff0c\u589e\u957f\u65c5\u6e38\u77e5\u8bc6\uff01\u7531\u4e8e\u666f\u533a\u5bfc\u6e38\u81ea\u8eab\u77e5\u8bc6\u6c34\u5e73\u3001\u8d23\u4efb\u5fc3\u548c\u670d\u52a1\u6536\u8d39\u7b49\u539f\u56e0\uff0c\u6e38\u5ba2\u5f80\u5f80\u96be\u4ee5\u4eab\u53d7\u5230\u9ad8\u8d28\u91cf\u3001\u4f4e\u6210\u672c\u7684\u4e2a\u6027\u5316\u8bb2\u89e3\u670d\u52a1\uff0c\u5f88\u591a\u65f6\u5019\u662f\u4e00\u5927\u7fa4\u4eba\u8ddf\u7740\u4e00\u4e2a\u5bfc\u6e38\u8d70\u9a6c\u89c2\u82b1\u5f0f\u5730\u89c2\u8d4f\uff0c\u65c5\u6e38\u6c89\u6d78\u611f\u4e0d\u5f3a\u3002\u4e3a\u4e86\u63d0\u5347\u8bb2\u89e3\u670d\u52a1\u8d28\u91cf\u548c\u964d\u4f4e\u670d\u52a1\u6210\u672c\uff0c\u56fd\u5185\u4e0d\u5c11\u666f\u533a\u5efa\u8bbe\u4e86\u7535\u5b50\u8bb2\u89e3\u7cfb\u7edf\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u4e9b\u7cfb\u7edf\u5b9e\u73b0\u65b9\u6848\uff0c\u5e02\u573a\u4e0a\u4e5f\u6709\u7f8e\u666f\u542c\u542c\u3001\u4e09\u6bdb\u6e38 FM\u3001\u65c5\u6e38\u7cbe\u7075\u7b49\u667a\u80fd\u624b \u673a APP\u4f9b\u6e38\u5ba2\u4e0b\u8f7d\u4f7f\u7528\u3002\u4f46\u8fd9\u4e9b\u7cfb\u7edf\u76ee\u524d\u90fd\u662f\u901a\u8fc7\u7ea2\u5916\u611f\u5e94\/\u626b\u7801\/\u89e6\u5c4f\u65b9\u5f0f\u542f\u52a8\u7684\u5e7f\u64ad\u5f0f\u89e3\u8bf4\uff0c\u7f3a\u4e4f\u4eba\u4e0e\u4eba\u95f4\u7684\u81ea\u7136\u8bed\u97f3\u4e92\u52a8\u4ea4\u6d41\u80fd\u529b\uff0c\u6e38\u5ba2\u53c2\u4e0e\u611f\u4e0d\u5f3a\u3002<\/p>\n\n\n\n
\u81ea\u7136\u8bed\u8a00\u5904\u7406\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u7814\u7a76\u70ed\u70b9\uff0c\u76ee\u7684\u662f\u8ba9\u4eba\u80fd\u4ee5\u81ea\u7136\u8bed\u97f3\u6216\u6587\u672c\u65b9\u5f0f\u548c\u667a\u80fd\u8bbe\u5907\u4ea4\u4e92\uff0c\u8ba9\u673a\u5668\u7406\u89e3\u4eba\u7684\u610f\u56fe\u5e76\u505a\u51fa\u54cd\u5e94\u3002\u968f\u7740\u8bed\u97f3\u8bc6\u522b\u6280\u672f\u7684\u9010\u6e10\u6210\u719f\uff0c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u5df2\u5f00\u59cb\u5e94\u7528\u4e8e\u533b\u7597\u5065\u5eb7\u3001 \u7535\u5546\u5ba2\u670d\u3001\u667a\u80fd\u5bb6\u5c45\u3001\u94c1\u8def\u552e\u7968\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\uff0c\u6bd4\u5982\u5fae\u8f6f\u7684\u5c0f\u5a1c\u3001\u82f9\u679c\u624b\u673a\u7684 Siri\u3001\u767e\u5ea6\u641c\u7d22\u7684\u5c0f\u5ea6\u3001 \u6dd8\u5b9d\u5ba2\u670d\u7684\u5c0f\u871c\u7b49\u667a\u80fd\u7cfb\u7edf\u3002\u4f46\u5728\u65c5\u6e38\u666f\u533a\u8bb2\u89e3\u670d\u52a1\u65b9\u9762\uff0c\u7b14\u8005\u5c1a\u672a\u770b\u5230\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e94\u7528\u4e8e\u8be5\u9886\u57df\u3002 <\/p>\n\n\n\n
\u4e00\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n <\/strong>\u201c\u4e94\u89c6\u56fe\u6cd5\u201d\u662f\u4fe1\u606f\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u5e38\u7528\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u672c\u6587\u4f7f\u7528\u8be5\u65b9\u6cd5\u8bbe\u8ba1\u4e86\u65c5\u6e38\u666f\u533a\u667a\u80fd\u8bb2\u89e3\u7cfb\u7edf \u7684\u7269\u7406\u67b6\u6784\u548c\u903b\u8f91\u67b6\u6784\u3002<\/p>\n\n\n\n 1.1 \u7269\u7406\u67b6\u6784<\/strong><\/p>\n\n\n\n \u968f\u7740\u4e91\u8ba1\u7b97\u3001\u5927\u6570\u636e\u3001\u4eba\u5de5\u667a\u80fd\u3001\u7269\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7b49\u65b0\u4e00\u4ee3\u4fe1\u606f\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u652f\u6301\u201c\u4e91\u5927\u7269 \u79fb\u667a\u201d\u5df2\u6210\u4e3a\u4fe1\u606f\u7cfb\u7edf\u8bbe\u8ba1\u9075\u5faa\u7684\u4e00\u5927\u51c6\u5219\u3002\u672c\u6587\u6309\u7167\u201c\u4e91+\u7aef\u201d\u6a21\u5f0f\u8bbe\u8ba1\u7684\u65c5\u6e38\u666f\u533a\u667a\u80fd\u8bb2\u89e3\u7cfb\u7edf\u7269\u7406\u67b6\u6784\u3002<\/p>\n\n\n\n 1.2 \u903b\u8f91\u67b6\u6784<\/strong><\/p>\n\n\n\n \u4ece\u8f6f\u4ef6\u89d2\u5ea6\u6765\u770b\uff0c\u7cfb\u7edf\u5206\u4e3a\u4e24\u5927\u90e8\u5206\u3002\u4e00\u662f\u53ef\u5b89\u88c5\u4e8e\u6e38\u5ba2\u667a\u80fd\u624b\u673a\u4e0a\u7684 APP\u8f6f\u4ef6\uff0c\u4e8c\u662f\u90e8\u7f72\u5728\u670d\u52a1\u7aef\u4e91\u4e3b\u673a\u4e0a\u7684\u8bb2\u89e3\u670d\u52a1\u7a0b\u5e8f\u3002\u79fb\u52a8\u7aef APP \u662f\u6e38\u5ba2\u4eab\u53d7\u666f\u70b9\u8bb2\u89e3\u670d\u52a1\u7684\u4ecb\u8d28\uff0c\u63d0\u4f9b\u4e86\u6e38\u5ba2\u5b9a\u4f4d\u6570\u636e\u83b7\u53d6\u3001\u6e38\u5ba2\u95ee\u8be2\u8bed\u97f3\u8f93\u5165\u3001\u7cfb\u7edf\u5e94\u7b54\uff08\u5305\u62ec\u8bb2\u89e3\u3001\u95ee\u8be2\u3001\u901a\u77e5\u8bed\u97f3\u8f93\u51fa\/\u56fe\u7247\u5c55\u793a\/\u89c6 \u9891\u64ad\u653e\uff09\u7b49\u529f\u80fd\u3002\u670d\u52a1\u7aef\u8bb2\u89e3\u670d\u52a1\u7a0b\u5e8f\u4e3b\u8981\u5b8c\u6210\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u5bf9\u8bdd\u72b6\u6001\u8ddf\u8e2a\u3001\u5bf9\u8bdd\u7b56\u7565\u7ba1\u7406\u7b49\u81ea\u7136\u8bed\u8a00\u5904\u7406\u529f\u80fd\uff0c\u7cfb\u7edf\u5c06\u6839\u636e\u6e38\u5ba2\u610f\u56fe\u5230\u666f\u533a\u7684\u8bb2\u89e3\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u77e5\u8bc6\uff0c\u6700\u540e\u751f\u6210\u8bb2\u89e3\u5185\u5bb9\u8fd4\u56de\u7ed9\u79fb\u52a8\u7aefAPP\u3002<\/p>\n\n\n\n \u4e8c\u3001\u5173\u952e\u6280\u672f\u5206\u6790<\/strong><\/p>\n\n\n\n \u8fd0\u884c\u4e8e\u670d\u52a1\u7aef\u7684\u8bb2\u89e3\u670d\u52a1\u7a0b\u5e8f\u662f\u672c\u6587\u7cfb\u7edf\u6700\u91cd\u8981\u90e8\u5206\uff0c\u4e3b\u8981\u7531\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7b49\u529f\u80fd\u6a21\u5757\u7ec4\u6210\u3002\u8bed\u97f3\u8bc6\u522b\u548c\u751f\u6210\u6280\u672f\u76ee\u524d\u5df2\u6bd4\u8f83\u6210\u719f\uff0c\u4e14\u6709\u767e\u5ea6\u8bed\u97f3\u548c\u79d1\u5927\u8baf\u98de\u7b49\u516c\u53f8\/\u673a\u6784\u63d0\u4f9b\u7684SDK\u5305\u4f9b\u4f7f\u7528\u3002\u672c\u8282\u4e3b\u8981\u63a2\u8ba8\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u5bf9\u8bdd\u7b56\u7565\u7ba1\u7406\u3001\u8bb2\u89e3\u77e5\u8bc6\u68c0\u7d22\u56db\u4e2a\u6838\u5fc3\u529f\u80fd\u6a21\u5757\u7684\u5173\u952e\u6280\u672f\u3002<\/p>\n\n\n\n 2.1 \u6587\u672c\u5411\u91cf\u5316\u5904\u7406<\/strong><\/p>\n\n\n\n \u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u7684\u76ee\u7684\u662f\u5c06\u8bed\u97f3\u8bc6\u522b\u5f97\u5230\u7684\u7528\u6237\u8bdd\u8bed\u6587\u672c\uff0c\u7ecf\u72ec\u70ed\u7f16\u7801\u548c\u8bcd\u5d4c\u5165\u5904\u7406\uff0c\u8868\u793a\u4e3a\u672c\u6587\u7cfb\u7edf\u540e\u7eed\u6a21\u5757\u8ba1\u7b97\u6240\u9700\u7684\u5b9e\u6570\u57df\u7a7a\u95f4\u8fde\u7eed\u5411\u91cf\u3002\u8bcd\u5d4c\u5165\u662f\u6307\u628a\u4e00\u4e2a\u72ec\u70ed\u7f16\u7801\u5f97\u5230\u7684\u3001\u7ef4\u6570\u4e3a\u6240\u6709\u8bcd\u6570\u91cf\u7684\u9ad8\u7ef4\u7a7a\u95f4\u5411\u91cf\uff0c\u6620\u5c04\u4e3a\u4e00\u4e2a\u7ef4\u6570\u8f83\u4f4e\u7684\u5b9e\u6570\u57df\u7a7a\u95f4\u7684\u8fde\u7eed\u5411\u91cf\uff0c\u76ee\u524d\u4e3b\u8981\u6709 GloVe\u3001Word2Vec\u3001FastText\u3001 ELMo\u3001OpenAI GPT\u3001\u57fa\u4e8e Transformer \u7684\u53cc\u5411\u7f16\u7801\u8868\u793a\uff08Bidirectional Encoder Representations from Transformers, BERT\uff09\u7b49\u65b9\u6cd5\u3002 BERT \u662f Google \u516c\u53f8 2018 \u5e74\u63d0\u51fa\u7684\u4e00\u79cd\u53ef\u7528\u4e8e\u591a\u79cd\u8bed\u8a00\u5904\u7406\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u7531\u591a\u5c42 Transformer \u7f16\u7801 \u5668\u7ec4\u6210\u3002\u7531\u4e8e Google \u53d1\u5e03\u7684 BERT-base\uff08Chinese\uff09\u9884\u8bad\u7ec3\u6a21\u578b\u662f\u4ee5\u5b57\u4e3a\u7c92\u5ea6\u5bf9\u4e2d\u6587\u8fdb\u884c\u5207\u5206\u7684\uff0c\u6ca1\u6709\u8003 \u8651\u4e2d\u6587\u9700\u8981\u5206\u8bcd\u7684\u7279\u70b9\uff0c\u54c8\u5de5\u5927\u8baf\u98de\u8054\u5408\u5b9e\u9a8c\u5ba4\u4e8e 2019 \u5e74 6 \u6708\u53d1\u5e03\u4e86\u8003\u8651\u4e2d\u6587\u5206\u8bcd\u7684\u5168\u8bcd\u8986\u76d6 BERT \u4e2d \u6587\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u4ee5\u4e0b\u7b80\u79f0 Chinese-BERT-wwm\uff09\u3002\u7ed9\u51fa\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff1a\u5c06 Chinese-BERT-wwm \u7528\u4e8e\u673a\u5668\u9605\u8bfb\u7406\u89e3\u3001\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u3001\u60c5\u611f\u5206\u7c7b\u3001<\/strong>\u53e5\u5bf9\u5339\u914d\u548c\u6587\u6863\u5206\u7c7b\u7b49\u4efb\u52a1\uff0c\u6027\u80fd\u5747\u6bd4 BERT-base\uff08Chinese\uff09 \u63d0\u9ad8\u4e86 1~2 \u4e2a\u767e\u5206\u70b9\u3002\u4e2d\u6587\u8bed\u4e49\u8868\u793a\u7684\u6700\u5c0f\u5355\u4f4d\u662f\u8bcd\uff0c\u4e0d\u662f\u5b57\u3002\u4e24\u79cd\u6a21\u578b\u76f8\u6bd4\uff0c\u7b14\u8005\u8ba4\u4e3a\u540e\u8005\u66f4\u9002\u7528\u4e8e\u672c \u6587\u7cfb\u7edf,\u56e0\u6b64\u9009\u7528 Chinese-BERT-wwm \u9884\u8bad\u7ec3\u6a21\u578b\u6765\u8fdb\u884c\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3002<\/p>\n\n\n\n 2.2 \u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/strong><\/p>\n\n\n\n \u5728\u672c\u6587\u7cfb\u7edf\u4e2d\uff0c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08Named Entity Recognition, NER\uff09\u6a21\u5757\u7528\u4e8e\u5c06\u7528\u6237\u8bdd\u8bed\u4e2d\u5177\u6709\u7279\u5b9a\u610f\u4e49 \u7684\u5b9e\u4f53\uff08\u6bd4\u5982\u4eba\u540d\u3001\u5730\u540d\u3001\u673a\u6784\u540d\u3001\u666f\u70b9\u540d\u3001\u666f\u7269\u540d\u3001\u666f\u89c2\u540d\u3001\u65f6\u95f4\u3001\u6570\u91cf\u3001\u8d27\u5e01\u3001\u6bd4\u4f8b\u6570\u503c\u7b49\uff09\u8fa8\u8bc6\u51fa\u6765\uff0c\u586b\u5145\u5230\u9884\u5b9a\u4e49\u597d\u7684\u8bed\u4e49\u69fd\u4e2d\u3002\u8be5\u6a21\u5757\u7684\u8f93\u5165\u662f\u6587\u672c\u5411\u91cf\u5316\u6a21\u5757\u8f93\u51fa\u7684\u7528\u6237\u8bdd\u8bed\u8bcd\u5411\u91cf\uff0c\u8f93\u51fa\u662f\u8fa8\u8bc6\u51fa\u7684\u69fd\u503c\u5bf9\u3002\u5728\u56fe 3 \u6240\u793a\u7ed3\u6784\u4e2d\uff0c\u672c\u6587\u9996\u5148\u5c06\u7528\u6237\u8bdd\u8bed\u8bcd\u5411\u91cf\u8f93\u5165\u53cc\u5411\u957f\u77ed\u65f6\u8bb0\u5fc6\u795e\u7ecf\u7f51\u7edc\uff08Bi-directional Long Short-Term Memory, BiLSTM\uff09\u6a21\u578b\u505a\u7f16\u7801\u5904\u7406\uff0c\u7136\u540e\u5c06\u5904\u7406\u7ed3\u679c\u8f93\u5165\u6761\u4ef6\u968f\u673a\u573a\uff08Conditional Random Field,CRF\uff09\u6a21\u578b\u8ba1\u7b97\uff0c\u63a5\u7740\u7528 BIO \u6807\u7b7e\u505a\u5e8f\u5217\u6807\u8bb0\uff0c\u6700\u540e\u6839\u636e\u6807\u8bb0\u4ece\u5e8f\u5217\u4e2d\u89e3\u6790\u51fa\u5bf9\u5e94\u4e0d\u540c\u8bed\u4e49\u69fd\u7684\u6bcf\u4e2a\u547d\u540d\u5b9e\u4f53\uff0c\u5c06\u5b83\u4eec\u7ec4\u5408\u6210\u69fd\u503c\u5bf9\u8f93\u51fa\u3002<\/p>\n\n\n\n \u4e09\u3001\u53ef\u884c\u6027\u9a8c\u8bc1<\/strong><\/p>\n\n\n\n \u4e3a\u4e86\u68c0\u9a8c\u524d\u8ff0\u7cfb\u7edf\u67b6\u6784\u548c\u65b9\u6cd5\u662f\u5426\u53ef\u884c\uff0c\u672c\u6587\u4f5c\u8005\u901a\u8fc7\u5b9e\u9645\u5f00\u53d1\uff0c\u9a8c\u8bc1\u4e86\u6240\u7814\u7a76\u7cfb\u7edf\u662f\u53ef\u884c\u7684\u3002\u672c\u8282 \u5c06\u4ece\u5b9e\u9a8c\u73af\u5883\u642d\u5efa\u3001\u77e5\u8bc6\u5e93\u6784\u5efa\u3001\u8f6f\u4ef6\u529f\u80fd\u5b9e\u73b0\u3001\u5b9e\u9a8c\u6548\u679c\u5206\u6790\u56db\u4e2a\u65b9\u9762\u505a\u7b80\u8981\u9610\u8ff0\u3002<\/p>\n\n\n\n 3.1 \u5b9e\u9a8c\u73af\u5883\u642d\u5efa<\/strong><\/p>\n\n\n\n \u4e3a\u4e86\u6a21\u62df\u7cfb\u7edf\u7684\u8fd0\u884c\u73af\u5883\uff0c\u672c\u6587\u4f7f\u7528 3 \u53f0 PC \u7535\u8111\uff08CPU 2.4GHz\/\u5185\u5b58 32G\uff09\u548c 2 \u90e8\u5b89\u5353\u667a\u80fd\u624b\u673a\u6784\u5efa \u4e86\u5b9e\u9a8c\u73af\u5883\u30023 \u53f0\u7535\u8111\u5747\u5b89\u88c5 CentOS6.5 \u670d\u52a1\u5668\u64cd\u4f5c\u7cfb\u7edf\u3002\u5176\u4e2d\uff0c1 \u53f0\u7535\u8111\u7528\u4f5c\u670d\u52a1\u7aef\u7684\u7edf\u4e00\u63a5\u5165\u670d\u52a1\u5668\uff0c 1 \u53f0\u7535\u8111\u7528\u4e8e\u65c5\u6e38\u672c\u4f53\u77e5\u8bc6\u7ba1\u7406\uff0c1 \u53f0\u7535\u8111\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u30022 \u90e8\u5b89\u5353\u667a\u80fd\u624b\u673a\u5b89\u88c5\u672c\u7cfb\u7edf APP \u8f6f\u4ef6\uff0c \u7528\u6765\u6a21\u62df\u6e38\u5ba2\u4f7f\u7528\u3002<\/p>\n\n\n\n 3.2 \u8bb2\u89e3\u77e5\u8bc6\u5e93\u6784\u5efa<\/strong><\/p>\n\n\n\n \u57fa\u4e8e 3.4 \u8282\u8bbe\u8ba1\u7684\u65c5\u6e38\u672c\u4f53\u6a21\u578b\uff0c\u672c\u6587\u4ee5\u91cd\u5e86\u74f7\u5668\u53e3\u53e4\u9547\u4e3a\u4f8b\uff0c\u901a\u8fc7\u4eba\u5de5\u6574\u7406\u7f51\u4e0a\u6536\u96c6\u7684\u6709\u5173\u78c1\u5668\u53e3 \u666f\u533a\u7684\u4ecb\u7ecd\u8d44\u6599\uff0c\u5728\u672c\u4f53\u5f00\u53d1\u5de5\u5177 Prot\u00e9g\u00e9\u4e2d\u6784\u5efa\u4e86\u78c1\u5668\u53e3\u7684\u672c\u4f53\u77e5\u8bc6\u5e93\uff0c\u5e76\u9009\u7528 RDF\/XML \u8bed\u6cd5\u683c\u5f0f\uff0c\u4ee5 OWL \u6587\u4ef6\u65b9\u5f0f\u4fdd\u5b58\u5728\u77e5\u8bc6\u7ba1\u7406\u670d\u52a1\u5668\u4e0a\u3002<\/p>\n\n\n\n 3.3 \u8f6f\u4ef6\u529f\u80fd\u5b9e\u73b0<\/strong><\/p>\n\n\n\n \uff081\uff09\u7edf\u4e00\u63a5\u5165\u670d\u52a1\u7a0b\u5e8f\u7edf\u4e00\u63a5\u5165\u670d\u52a1\u7a0b\u5e8f\u4e3b\u8981\u5b8c\u6210\u6e38\u5ba2\u8d26\u53f7\u9a8c\u8bc1\u3001\u6240\u5728\u666f\u533a\u5b9a\u4f4d\u7b49\u529f\u80fd\u3002\u672c\u6587\u4f7f\u7528 Java \u7f16\u7a0b\u8bed\u8a00\u548cSpring Boot \u6846\u67b6\u6309 Web \u670d\u52a1\u65b9\u5f0f\u5b9e\u73b0\uff0c\u5bf9\u5916\u63d0\u4f9b Web API \u63a5\u53e3\u4f9b\u79fb\u52a8\u7aef APP \u542f\u52a8\u65f6\u8bbf\u95ee\u3002 \uff082\uff09\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7a0b\u5e8f \u81ea\u7136\u8bed\u8a00\u5904\u7406\u7a0b\u5e8f\u4e3b\u8981\u5b8c\u6210\u8bed\u97f3\u8bc6\u522b\u3001\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u5bf9\u8bdd\u7b56\u7565\u7ba1\u7406\u3001\u5bf9\u8bdd\u72b6\u6001\u8ddf \u8e2a\u3001\u5e94\u7b54\u8bed\u97f3\u751f\u6210\u3001\u8bb2\u89e3\u5185\u5bb9\u751f\u6210\u7b49\u529f\u80fd\uff0c\u662f\u6574\u4e2a\u7cfb\u7edf\u6700\u6838\u5fc3\u7684\u90e8\u5206\u3002\u672c\u6587\u9996\u5148\u57fa\u4e8e TensorFlow1.15.2 \u7528 Python \u8bed\u8a00\u7f16\u7a0b\u5b9e\u73b0\u6587\u672c\u5411\u91cf\u5316\u5904\u7406\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3001\u5bf9\u8bdd\u72b6\u6001\u8ddf\u8e2a\u3001\u5bf9\u8bdd\u7b56\u7565\u7ba1\u7406\u529f\u80fd\uff0c\u7136\u540e\u7528 Java \u7f16\u7a0b\u8bed\u8a00\u548c Spring Boot \u6846\u67b6\u5c06\u8fd9\u4e9b\u529f\u80fd\u6a21\u5757\u5c01\u88c5\u6210 Web \u670d\u52a1\uff0c\u5bf9\u5916\u63d0\u4f9b Web API \u63a5\u53e3\u4f9b\u79fb\u52a8\u7aef APP \u8bbf\u95ee\u3002 \uff083\uff09\u8bb2\u89e3\u77e5\u8bc6\u68c0\u7d22\u7a0b\u5e8f \u8bb2\u89e3\u77e5\u8bc6\u68c0\u7d22\u7a0b\u5e8f\u4e3b\u8981\u5b8c\u6210\u65c5\u6e38\u672c\u4f53\u77e5\u8bc6\u68c0\u7d22\u7b49\u529f\u80fd\u3002\u672c\u6587\u4f7f\u7528 Java \u7f16\u7a0b\u8bed\u8a00\u548c Spring Boot \u6846\u67b6\u53ca Jena \u6846\u67b6\u6309 Web \u670d\u52a1\u65b9\u5f0f\u5b9e\u73b0\uff0c\u63d0\u4f9b Web API \u63a5\u53e3\u4f9b\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7a0b\u5e8f\u5185\u90e8\u8c03\u7528\uff08\u5373\u6267\u884c API_Call \u7c7b\u578b \u7684\u7cfb\u7edf\u52a8\u4f5c\uff09\u3002\u5f53 Web API 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