{"id":201658,"date":"2024-05-10T02:45:55","date_gmt":"2024-05-09T18:45:55","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/201658.html"},"modified":"2024-05-10T02:45:59","modified_gmt":"2024-05-09T18:45:59","slug":"%e6%af%94%e8%be%83%e7%81%ab%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%ae%97%e6%b3%95%e6%9c%89%e5%93%aa%e4%ba%9b","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/201658.html","title":{"rendered":"\u6bd4\u8f83\u706b\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u6709\u54ea\u4e9b"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24141643\/b5d49e17-8aa8-4218-a77b-6d7fab6374b5.webp\" alt=\"\u6bd4\u8f83\u706b\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u6709\u54ea\u4e9b\" \/><\/p>\n<p><p>\u6bd4\u8f83\u706b\u7684<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7b97\u6cd5\u5305\u62ec\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09\u7b49\u3002\u8fd9\u4e9b\u7b97\u6cd5\u5728\u591a\u4e2a\u9886\u57df\u5185\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6280\u672f\u7a81\u7834\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u3002<strong>\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5<\/strong>\u5c24\u5176\u53d7\u5230\u91cd\u89c6\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u81ea\u52a8\u63d0\u53d6\u5927\u91cf\u6570\u636e\u7279\u5f81\uff0c\u5e76\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u9769\u547d\u6027\u7684\u6210\u5c31\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e9b\u7b97\u6cd5\u7684\u8fd0\u4f5c\u539f\u7406\u3001\u5e94\u7528\u573a\u666f\u548c\u672a\u6765\u5c55\u671b\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5<\/h3>\n<\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u662f\u4e00\u79cd\u57fa\u4e8e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u5b83\u6a21\u62df\u4eba\u8111\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f\uff0c\u901a\u8fc7\u5927\u91cf\u5c42\u6b21\u5316\u7684\u5904\u7406\u5c42\u6765\u8fdb\u884c\u7279\u5f81\u5b66\u4e60\u548c\u6a21\u5f0f\u8bc6\u522b\u3002\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u5173\u952e\u5728\u4e8e\u53ef\u4ee5\u81ea\u52a8\u5316\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u9ad8\u7ea7\u7279\u5f81\uff0c\u8fd9\u4f7f\u5f97\u7b97\u6cd5\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u591a\u4e2a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u4e2d\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNNs\uff09\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNNs\uff09\u662f\u4e24\u4e2a\u88ab\u5e7f\u6cdb\u7814\u7a76\u548c\u5e94\u7528\u7684\u7ed3\u6784\u3002CNNs\u5728\u5904\u7406\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u65b9\u9762\u8868\u73b0\u5f97\u5c24\u4e3a\u51fa\u8272\uff0c\u800cRNNs\u5219\u64c5\u957f\u5904\u7406\u5e8f\u5217\u6570\u636e\u5982\u6587\u672c\u548c\u8bed\u97f3\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u624d\u80fd\u8fbe\u5230\u7406\u60f3\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/h3>\n<\/p>\n<p><p>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u662f\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\uff0c\u5b83\u8ba9\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u3001\u5904\u7406\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002<strong>NLP<\/strong>\u6d89\u53ca\u5230\u591a\u79cd\u590d\u6742\u7684\u6280\u672f\u548c\u7b97\u6cd5\uff0c\u65e8\u5728\u89e3\u51b3\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u3001\u81ea\u7136\u8bed\u8a00\u751f\u6210\u7b49\u95ee\u9898\u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0cNLP\u9886\u57df\u51fa\u73b0\u4e86\u5982BERT\u3001GPT\u7b49\u4e00\u7cfb\u5217\u7a81\u7834\u6027\u7684\u6a21\u578b\u3002<\/p>\n<\/p>\n<p><p>BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u662f\u8c37\u6b4c\u57282018\u5e74\u63a8\u51fa\u7684\u6a21\u578b\uff0c\u5b83\u5229\u7528\u53cc\u5411Transformer\u7684\u7ed3\u6784\u6765\u66f4\u597d\u5730\u7406\u89e3\u8bcd\u8bed\u7684\u8bed\u5883\u3002GPT\uff08Generative Pre-tr<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>ned Transformer\uff09\u5219\u662fOpenAI\u53d1\u5e03\u7684\u4e00\u79cd\u751f\u6210\u6027\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u4ee5\u4ea7\u751f\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u5185\u5bb9\u3002\u8fd9\u4e9b\u6a21\u578b\u5927\u5927\u63d0\u9ad8\u4e86\u673a\u5668\u5bf9\u8bed\u8a00\u7684\u7406\u89e3\u80fd\u529b\u548c\u751f\u6210\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u5f3a\u5316\u5b66\u4e60<\/h3>\n<\/p>\n<p><p>\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u8ba9\u673a\u5668\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u7684\u7b97\u6cd5\uff0c\u76ee\u6807\u662f\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u5728\u6ca1\u6709\u660e\u786e\u6307\u793a\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u4e3b\u786e\u5b9a\u6700\u4f73\u884c\u52a8\u7b56\u7565\u3002<strong>\u5f3a\u5316\u5b66\u4e60<\/strong>\u5728\u6e38\u620f\uff08\u5982AlphaGo\uff09\u3001\u673a\u5668\u4eba\u63a7\u5236\u548c\u81ea\u52a8\u5316\u7cfb\u7edf\u4e2d\u8868\u73b0\u975e\u5e38\u51fa\u8272\u3002<\/p>\n<\/p>\n<p><p>\u6b64\u7b97\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\u5956\u52b1\u7cfb\u7edf\uff0c\u5373\u7cfb\u7edf\u901a\u8fc7\u5c1d\u8bd5\u548c\u9519\u8bef\u6765\u5b66\u4e60\uff0c\u5f53\u91c7\u53d6\u7684\u884c\u52a8\u4e0e\u671f\u671b\u7684\u76ee\u6807\u4e00\u81f4\u65f6\uff0c\u7b97\u6cd5\u5c31\u4f1a\u83b7\u5f97\u6b63\u53cd\u9988\uff08\u5956\u52b1\uff09\uff0c\u53cd\u4e4b\u5219\u53ef\u80fd\u83b7\u5f97\u8d1f\u53cd\u9988\u3002\u8fd9\u79cd\u57fa\u4e8e\u5956\u52b1\u7684\u673a\u5236\uff0c\u8ba9\u673a\u5668\u80fd\u591f\u5728\u590d\u6742\u7684\u73af\u5883\u4e2d\u81ea\u6211\u5b66\u4e60\u5e76\u4f18\u5316\u5176\u884c\u52a8\u7b56\u7565\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09<\/h3>\n<\/p>\n<p><p>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u662f\u4e00\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u7531\u4e00\u4e2a\u751f\u6210\u7f51\u7edc\u548c\u4e00\u4e2a\u5224\u522b\u7f51\u7edc\u7ec4\u6210\u3002<strong>GANs<\/strong>\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u8fd9\u4e24\u4e2a\u7f51\u7edc\u76f8\u4e92\u7ade\u4e89\uff1a\u751f\u6210\u7f51\u7edc\u5c1d\u8bd5\u751f\u6210\u5c3d\u53ef\u80fd\u771f\u5b9e\u7684\u6570\u636e\uff0c\u5224\u522b\u7f51\u7edc\u5219\u5c1d\u8bd5\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u751f\u6210\u6570\u636e\u3002\u8fd9\u79cd\u673a\u5236\u4f7f\u5f97GANs\u5728\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56fe\u7247\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u65b9\u9762\u6709\u60ca\u4eba\u7684\u6548\u679c\u3002<\/p>\n<\/p>\n<p><p>GANs\u7684\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5bf9\u6297\u8fc7\u7a0b\u5b66\u4e60\u6570\u636e\u7684\u5206\u5e03\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u751f\u6210\u6a21\u578b\u5728\u751f\u6210\u6570\u636e\u65f6\uff0c\u5224\u522b\u6a21\u578b\u4f1a\u4e0d\u65ad\u7ed9\u4e88\u53cd\u9988\uff0c\u6307\u5bfc\u751f\u6210\u6a21\u578b\u63d0\u9ad8\u6570\u636e\u7684\u8d28\u91cf\u3002\u8fd9\u4e00\u8fc7\u7a0b\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u5408\u6210\u3001\u56fe\u50cf\u98ce\u683c\u8f6c\u6362\u3001\u6570\u636e\u589e\u5f3a\u7b49\u591a\u4e2a\u9886\u57df\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u5176\u4ed6\u91cd\u8981\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5<\/h3>\n<\/p>\n<p><p>\u9664\u4e86\u4ee5\u4e0a\u63d0\u5230\u7684\u7b97\u6cd5\uff0c\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u4e5f\u5728\u8fd1\u5e74\u6765\u5f97\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u4f8b\u5982\uff0c\u51b3\u7b56\u6811\u548c\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6570\u636e\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1\uff1b\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u5219\u56e0\u5176\u51fa\u8272\u7684\u5206\u7c7b\u6027\u80fd\u5728\u5c0f\u6837\u672c\u5b66\u4e60\u573a\u666f\u4e2d\u5907\u53d7\u9752\u7750\uff1b\u9057\u4f20\u7b97\u6cd5\u4ee5\u5176\u5728\u4f18\u5316\u95ee\u9898\u4e2d\u7684\u5e94\u7528\u800c\u7a81\u51fa\u3002<\/p>\n<\/p>\n<p><p>\u8fd9\u4e9b\u7b97\u6cd5\u5404\u6709\u5176\u7279\u70b9\u548c\u9002\u7528\u573a\u666f\uff0c\u5728\u5b9e\u9645\u7684\u5e94\u7528\u5f00\u53d1\u4e2d\uff0c\u901a\u5e38\u4f1a\u6839\u636e\u9879\u76ee\u9700\u6c42\u3001\u6570\u636e\u7279\u6027\u4ee5\u53ca\u6027\u80fd\u8981\u6c42\u6765\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u3002\u968f\u7740\u7814\u7a76\u7684\u4e0d\u65ad\u6df1\u5165\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u9ad8\uff0c\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u66f4\u591a\u66f4\u5148\u8fdb\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u88ab\u5f00\u53d1\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63a8\u52a8\u6280\u672f\u53d1\u5c55\u548c\u5e94\u7528\u521b\u65b0\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u7684\u79cd\u7c7b\u6709\u54ea\u4e9b\uff1f<\/strong><\/p>\n<p>\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u6709\u5f88\u591a\u79cd\u7c7b\uff0c\u5305\u62ec<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u7b97\u6cd5\u3001\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u3001\u9057\u4f20\u7b97\u6cd5\u7b49\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e3b\u8981\u5305\u62ec\u51b3\u7b56\u6811\u3001\u652f\u6301\u5411\u91cf\u673a\u3001\u6734\u7d20\u8d1d\u53f6\u65af\u3001\u968f\u673a\u68ee\u6797\u7b49\uff0c\u5b83\u4eec\u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u6765\u5b66\u4e60\u6a21\u5f0f\u548c\u89c4\u5f8b\u3002\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5219\u662f\u4e00\u79cd\u6a21\u4eff\u4eba\u8111\u795e\u7ecf\u7f51\u7edc\u7684\u7b97\u6cd5\uff0c\u5305\u62ec\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7b49\u3002\u800c\u9057\u4f20\u7b97\u6cd5\u662f\u4e00\u79cd\u6a21\u62df\u751f\u7269\u8fdb\u5316\u7684\u7b97\u6cd5\uff0c\u901a\u8fc7\u4f18\u80dc\u52a3\u6c70\u7684\u8fc7\u7a0b\u5bfb\u627e\u6700\u4f73\u89e3\u3002<\/p>\n<p><strong>2. 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