{"id":176665,"date":"2024-05-08T19:15:16","date_gmt":"2024-05-08T11:15:16","guid":{"rendered":""},"modified":"2024-05-08T19:15:22","modified_gmt":"2024-05-08T11:15:22","slug":"%e8%81%8a%e5%a4%a9%e6%9c%ba%e5%99%a8%e4%ba%ba%e8%bf%9e%e7%bb%ad%e5%af%b9%e8%af%9d%e7%94%a8python%e6%80%8e%e4%b9%88%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/176665.html","title":{"rendered":"\u804a\u5929\u673a\u5668\u4eba\u8fde\u7eed\u5bf9\u8bdd\u7528Python\u600e\u4e48\u5b9e\u73b0"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27060408\/2a90242b-ecdc-4a36-8a5e-a26e9b031051.webp\" alt=\"\u804a\u5929\u673a\u5668\u4eba\u8fde\u7eed\u5bf9\u8bdd\u7528Python\u600e\u4e48\u5b9e\u73b0\" \/><\/p>\n<p><p>\u804a\u5929\u673a\u5668\u4eba\u7684\u8fde\u7eed\u5bf9\u8bdd\u5728Python\u4e2d\u53ef\u4ee5\u901a\u8fc7\u6784\u5efa<strong>\u72b6\u6001\u673a\u5236\u3001\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\u3001\u7ef4\u62a4\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3001\u548c\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong>\u6765\u5b9e\u73b0\u3002\u8981\u5b9e\u73b0\u8fde\u7eed\u5bf9\u8bdd\uff0c<strong>\u5173\u952e\u662f\u7ef4\u62a4\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u72b6\u6001<\/strong>\uff0c\u8fd9\u5141\u8bb8\u673a\u5668\u4eba\u7406\u89e3\u5bf9\u8bdd\u5386\u53f2\uff0c\u5e76\u636e\u6b64\u751f\u6210\u8fde\u8d2f\u7684\u56de\u590d\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5c24\u5176\u662f\u57fa\u4e8eTransformers\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5982GPT\u548cBERT\uff0c\u53ef\u7528\u4e8e\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\uff0c\u8fdb\u800c\u5b9e\u73b0\u6d41\u7545\u7684\u8fde\u7eed\u5bf9\u8bdd\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u8bbe\u7f6e\u5bf9\u8bdd\u73af\u5883<\/h3>\n<\/p>\n<p><p><strong>\u642d\u5efa\u5bf9\u8bdd\u6846\u67b6<\/strong><\/p>\n<\/p>\n<p><p>\u8981\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u9996\u5148\u9700\u8981\u8bbe\u7f6e\u4e00\u4e2a\u5bf9\u8bdd\u73af\u5883\u3002\u8fd9\u5305\u62ec\u521b\u5efa\u4e00\u4e2a\u5904\u7406\u8f93\u5165\u548c\u8f93\u51fa\u7684\u63a5\u53e3\uff0c\u5e76\u5b9e\u73b0\u57fa\u672c\u7684\u8f93\u5165\u8f93\u51fa\u6d41\u7a0b\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u6807\u51c6\u5e93\u4e2d\u7684<code>input()<\/code>\u51fd\u6570\u83b7\u53d6\u7528\u6237\u8f93\u5165\uff0c\u5e76\u4f7f\u7528<code>print()<\/code>\u51fd\u6570\u6253\u5370\u673a\u5668\u4eba\u7684\u56de\u590d\u3002<\/p>\n<\/p>\n<p><p><strong>\u9009\u62e9\u5408\u9002\u7684\u5e93<\/strong><\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u5904\u7406\u66f4\u590d\u6742\u7684\u5bf9\u8bdd\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u5230\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u76f8\u5173\u7684Python\u5e93\uff0c\u5982NLTK\u3001spaCy\u548cTransformers\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u5404\u79cd\u5de5\u5177\u6765\u5904\u7406\u548c\u4e86\u89e3\u81ea\u7136\u8bed\u8a00\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u6784\u5efa\u5bf9\u8bdd\u7ba1\u7406\u5668<\/h3>\n<\/p>\n<p><p><strong>\u7ef4\u62a4\u5bf9\u8bdd\u72b6\u6001<\/strong><\/p>\n<\/p>\n<p><p>\u5bf9\u8bdd\u7ba1\u7406\u5668\u8d1f\u8d23\u7ef4\u62a4\u5bf9\u8bdd\u7684\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u3002\u53ef\u4ee5\u901a\u8fc7\u4fdd\u5b58\u7528\u6237\u7684\u524d\u4e00\u4e2a\u6216\u591a\u4e2a\u8be2\u95ee\u6765\u7406\u89e3\u5bf9\u8bdd\u7684\u6d41\u7a0b\uff0c\u8fd9\u6837\u5c31\u80fd\u591f\u6839\u636e\u4e0a\u4e0b\u6587\u6765\u751f\u6210\u56de\u590d\u3002\u67d0\u4e9b\u6846\u67b6\uff0c\u4f8b\u5982Rasa NLU\uff0c\u5c31\u5185\u5efa\u4e86\u5bf9\u8bdd\u72b6\u6001\u7ba1\u7406\u3002<\/p>\n<\/p>\n<p><p><strong>\u4e0a\u4e0b\u6587\u8ddf\u8e2a<\/strong><\/p>\n<\/p>\n<p><p>\u4e00\u4e2a\u6709\u6548\u7684\u4e0a\u4e0b\u6587\u8ddf\u8e2a\u7cfb\u7edf\u80fd\u591f\u8bb0\u4f4f\u5bf9\u8bdd\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5982\u5730\u70b9\u3001\u65f6\u95f4\u548c\u7528\u6237\u7684\u7279\u5b9a\u610f\u56fe\u3002\u8fd9\u4e9b\u4fe1\u606f\u53ef\u4ee5\u5e2e\u52a9\u804a\u5929\u673a\u5668\u4eba\u5728\u8fde\u7eed\u5bf9\u8bdd\u4e2d\u505a\u51fa\u66f4\u51c6\u786e\u7684\u56de\u5e94\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u7406\u89e3\u7528\u6237\u610f\u56fe<\/h3>\n<\/p>\n<p><p><strong>\u5e94\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong><\/p>\n<\/p>\n<p><p>\u8981\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\uff0c\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u5bf9\u7528\u6237\u7684\u8f93\u5165\u8fdb\u884c\u5206\u6790\u3002\u8fd9\u901a\u5e38\u5305\u62ec\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u610f\u56fe\u8bc6\u522b\u3002\u8fd9\u91cc\u53ef\u4ee5\u4f7f\u7528NLP\u5e93\u4e2d\u7684\u9884\u5148\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u6765\u8f85\u52a9\u5b8c\u6210\u3002<\/p>\n<\/p>\n<p><p><strong>\u6784\u5efa\u610f\u56fe\u8bc6\u522b\u5668<\/strong><\/p>\n<\/p>\n<p><p>\u610f\u56fe\u8bc6\u522b\u662f\u4e86\u89e3\u7528\u6237\u60f3\u8981\u4ec0\u4e48\u7684\u5173\u952e\u3002\u53ef\u4ee5\u901a\u8fc7\u6784\u5efa\u5206\u7c7b\u6a21\u578b\u6765\u5b9e\u73b0\u610f\u56fe\u8bc6\u522b\u3002\u8bad\u7ec3\u8fd9\u6837\u7684\u6a21\u578b\u9700\u8981\u6536\u96c6\u5927\u91cf\u7684\u7528\u6237\u8f93\u5165\u8bed\u53e5\u548c\u5bf9\u5e94\u7684\u610f\u56fe\u6807\u7b7e\u3002\u4e00\u65e6\u6a21\u578b\u88ab\u8bad\u7ec3\u597d\uff0c\u5b83\u5c31\u53ef\u4ee5\u7528\u6765\u9884\u6d4b\u7528\u6237\u8f93\u5165\u7684\u610f\u56fe\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u751f\u6210\u5408\u9002\u7684\u56de\u590d<\/h3>\n<\/p>\n<p><p><strong>\u5e94\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong><\/p>\n<\/p>\n<p><p>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u751f\u6210\u56de\u590d\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u6a21\u578b\u5982Seq2Seq\u3001GPT\u548cBERT\u90fd\u53ef\u4ee5\u88ab\u7528\u4e8e\u751f\u6210\u81ea\u7136\u7684\u56de\u590d\u3002\u5728\u8fd9\u4e9b\u6a21\u578b\u4e2d\uff0c\u7279\u522b\u662fGPT-3\uff0c\u5df2\u7ecf\u5728\u8fde\u7eed\u5bf9\u8bdd\u573a\u666f\u4e0b\u5c55\u793a\u51fa\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><p><strong>\u4f7f\u7528\u54cd\u5e94\u6a21\u677f<\/strong><\/p>\n<\/p>\n<p><p>\u5bf9\u4e8e\u4e00\u4e9b\u5e38\u89c1\u7684\u5bf9\u8bdd\u6216\u56fa\u5b9a\u683c\u5f0f\u7684\u56de\u7b54\uff0c\u53ef\u4ee5\u4f7f\u7528\u9884\u8bbe\u7684\u54cd\u5e94\u6a21\u677f\u3002\u57fa\u4e8e\u7528\u6237\u7684\u610f\u56fe\u548c\u63d0\u4f9b\u7684\u4fe1\u606f\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u4ece\u4e00\u7ec4\u6a21\u677f\u4e2d\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u56de\u590d\u5e76\u586b\u5145\u5fc5\u8981\u7684\u7ec6\u8282\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u4f18\u5316\u548c\u8c03\u6574<\/h3>\n<\/p>\n<p><p><strong>\u6d4b\u8bd5\u548c\u8bad\u7ec3<\/strong><\/p>\n<\/p>\n<p><p>\u6301\u7eed\u8fdb\u884c\u5bf9\u8bdd\u6d4b\u8bd5\uff0c\u5e76\u4f7f\u7528\u65b0\u7684\u5bf9\u8bdd\u6570\u636e\u6765\u8bad\u7ec3\u548c\u4f18\u5316\u4f60\u7684\u804a\u5929\u673a\u5668\u4eba\u6a21\u578b\uff0c\u8fd9\u662f\u4fdd\u6301\u804a\u5929\u673a\u5668\u4eba\u6027\u80fd\u7684\u5173\u952e\u6b65\u9aa4\u3002\u8981\u786e\u4fdd\u673a\u5668\u4eba\u53ef\u4ee5\u5904\u7406\u5404\u79cd\u5bf9\u8bdd\u573a\u666f\uff0c\u5e76\u505a\u51fa\u5408\u9002\u7684\u56de\u590d\u3002<\/p>\n<\/p>\n<p><p><strong>\u6536\u96c6\u7528\u6237\u53cd\u9988<\/strong><\/p>\n<\/p>\n<p><p>\u6839\u636e\u7528\u6237\u7684\u53cd\u9988\u6765\u8c03\u6574\u804a\u5929\u673a\u5668\u4eba\u7684\u884c\u4e3a\u662f\u5341\u5206\u91cd\u8981\u7684\u3002\u7528\u6237\u7684\u6ee1\u610f\u5ea6\u548c\u53cd\u9988\u53ef\u4ee5\u6307\u5bfc\u4f60\u8fdb\u884c\u5fc5\u8981\u7684\u4f18\u5316\uff0c\u4ee5\u6539\u8fdb\u673a\u5668\u4eba\u7684\u5bf9\u8bdd\u80fd\u529b\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u5b9e\u73b0\u9ad8\u7ea7\u529f\u80fd<\/h3>\n<\/p>\n<p><p><strong>\u96c6\u6210API\u548c\u6570\u636e\u5e93<\/strong><\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u4f7f\u804a\u5929\u673a\u5668\u4eba\u80fd\u591f\u63d0\u4f9b\u66f4\u6709\u7528\u7684\u4fe1\u606f\u548c\u670d\u52a1\uff0c\u53ef\u4ee5\u5c06\u5176\u4e0e\u5916\u90e8API\u6216\u6570\u636e\u5e93\u96c6\u6210\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u8be2\u95ee\u5929\u6c14\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u67e5\u8be2\u5929\u6c14API\u5e76\u63d0\u4f9b\u6700\u65b0\u7684\u9884\u62a5\u3002<\/p>\n<\/p>\n<p><p><strong>\u7406\u89e3\u590d\u6742\u67e5\u8be2<\/strong><\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u5904\u7406\u66f4\u590d\u6742\u7684\u7528\u6237\u67e5\u8be2\uff0c\u804a\u5929\u673a\u5668\u4eba\u53ef\u80fd\u9700\u8981\u80fd\u591f\u89e3\u6790\u590d\u6742\u7684\u8bed\u53e5\u5e76\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u591a\u8f6e\u5bf9\u8bdd\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u5230<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/p>\n<p><p>\u603b\u4e4b\uff0c\u901a\u8fc7\u7ef4\u62a4\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u3001\u8fd0\u7528NLP\u6280\u672f\u3001\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4ee5\u53ca\u4e0d\u65ad\u7684\u6d4b\u8bd5\u548c\u4f18\u5316\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u5b9e\u73b0\u4e00\u4e2a\u8fde\u7eed\u5bf9\u8bdd\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u8fd9\u6837\u7684\u673a\u5668\u4eba\u80fd\u591f\u7406\u89e3\u7528\u6237\u7684\u610f\u56fe\u5e76\u63d0\u4f9b\u6d41\u7545\u4e14\u6709\u610f\u4e49\u7684\u56de\u7b54\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. 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