{"id":39808,"date":"2025-05-25T22:08:57","date_gmt":"2025-05-25T14:08:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/39808.html"},"modified":"2025-05-25T22:08:57","modified_gmt":"2025-05-25T14:08:57","slug":"nlp%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%ef%bc%88%e4%ba%8c%ef%bc%89%ef%bc%9a-%e6%a6%82%e7%8e%87%e8%ae%ba%e4%b8%8e%e7%bb%9f%e8%ae%a1%e5%ad%a6%ef%bc%88%e8%b4%9d%e5%8f%b6%e6%96%af%e5%ae%9a","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/39808.html","title":{"rendered":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09"},"content":{"rendered":"<h3>\u5f15\u8a00<\/h3>\n<p><span style=\"color:#fe2c24\">\u81ea\u7136\u8bed\u8a00\u5904\u7406&#xff08;NLP&#xff09;<\/span>\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u91cd\u8981\u5206\u652f&#xff0c;\u81f4\u529b\u4e8e\u8ba9\u673a\u5668\u7406\u89e3\u3001\u751f\u6210\u548c\u64cd\u4f5c\u4eba\u7c7b\u8bed\u8a00\u3002\u65e0\u8bba\u662f\u673a\u5668\u7ffb\u8bd1\u3001\u60c5\u611f\u5206\u6790\u8fd8\u662f\u804a\u5929\u673a\u5668\u4eba&#xff0c;\u5176\u5e95\u5c42\u903b\u8f91\u90fd\u79bb\u4e0d\u5f00\u6570\u5b66\u5de5\u5177\u7684\u652f\u6301\u3002\u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\u662fNLP\u7684\u6838\u5fc3\u6570\u5b66\u57fa\u7840\u4e4b\u4e00&#xff0c;\u5b83\u4eec\u4e3a\u8bed\u8a00\u6a21\u578b\u3001\u6587\u672c\u5206\u7c7b\u3001\u4fe1\u606f\u68c0\u7d22\u7b49\u4efb\u52a1\u63d0\u4f9b\u4e86\u7406\u8bba\u6846\u67b6\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\u5728NLP\u4e2d\u7684\u5e94\u7528&#xff0c;\u91cd\u70b9\u89e3\u6790\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u53ca\u5176\u5b9e\u9645\u6848\u4f8b\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140855-683324779833b.png\" \/><\/p>\n<h3>\u4e00\u3001\u6982\u7387\u8bba\u57fa\u7840<\/h3>\n<h4>1. \u6982\u7387\u7684\u57fa\u672c\u6982\u5ff5<\/h4>\n<p>\u6982\u7387\u662f\u63cf\u8ff0\u968f\u673a\u4e8b\u4ef6\u53d1\u751f\u53ef\u80fd\u6027\u7684\u5ea6\u91cf\u3002\u5728NLP\u4e2d&#xff0c;\u8bed\u8a00\u7684\u6a21\u7cca\u6027\u548c\u591a\u6837\u6027\u4f7f\u5f97\u6982\u7387\u6a21\u578b\u6210\u4e3a\u5904\u7406\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\u7684\u5173\u952e\u5de5\u5177\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bcd\u9891\u6982\u7387&#xff1a;\u5355\u8bcd\u5728\u8bed\u6599\u5e93\u4e2d\u51fa\u73b0\u7684\u9891\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u53e5\u5b50\u751f\u6210\u6982\u7387&#xff1a;\u67d0\u4e2a\u53e5\u5b50\u7b26\u5408\u8bed\u6cd5\u548c\u8bed\u4e49\u89c4\u5219\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<h5>\u6982\u7387\u4e0e\u9891\u7387\u7684\u533a\u522b<\/h5>\n<ul>\n<li>\n<p>\u9891\u7387\u5b66\u6d3e&#xff1a;\u6982\u7387\u662f\u957f\u671f\u91cd\u590d\u5b9e\u9a8c\u4e2d\u4e8b\u4ef6\u53d1\u751f\u7684\u9891\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d1d\u53f6\u65af\u5b66\u6d3e&#xff1a;\u6982\u7387\u662f\u5bf9\u4e8b\u4ef6\u53d1\u751f\u7684\u4e3b\u89c2\u4fe1\u5ff5&#xff0c;\u53ef\u968f\u65b0\u8bc1\u636e\u66f4\u65b0\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u6761\u4ef6\u6982\u7387\u4e0e\u8054\u5408\u6982\u7387<\/h4>\n<ul>\n<li>\n<p>\u6761\u4ef6\u6982\u7387&#xff08;Conditional Probability&#xff09;&#xff1a;\u4e8b\u4ef6A\u5728\u4e8b\u4ef6B\u5df2\u53d1\u751f\u6761\u4ef6\u4e0b\u7684\u6982\u7387&#xff0c;\u8bb0\u4e3a\u00a0P(A\u2223B)P(A\u2223B)\u3002 \u516c\u5f0f&#xff1a;<\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140855-68332477adfaf.png\" \/>\u00a0<\/p>\n<ul>\n<li>\n<p>NLP\u5e94\u7528&#xff1a;\u5728\u6587\u672c\u5206\u7c7b\u4e2d&#xff0c;\u8ba1\u7b97\u67d0\u7c7b\u6587\u6863\u4e2d\u51fa\u73b0\u7279\u5b9a\u8bcd\u7684\u6982\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u8054\u5408\u6982\u7387&#xff08;Joint Probability&#xff09;&#xff1a;\u591a\u4e2a\u4e8b\u4ef6\u540c\u65f6\u53d1\u751f\u7684\u6982\u7387&#xff0c;\u8bb0\u4e3a\u00a0P(A,B)P(A,B)\u3002 NLP\u5e94\u7528&#xff1a;\u8bed\u8a00\u6a21\u578b\u4e2d\u8ba1\u7b97\u591a\u4e2a\u5355\u8bcd\u8fde\u7eed\u51fa\u73b0\u7684\u6982\u7387&#xff08;\u5982n-gram\u6a21\u578b&#xff09;\u3002<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140855-68332477bbc11.png\" \/><\/p>\n<h4>3. \u8fb9\u7f18\u6982\u7387\u4e0e\u72ec\u7acb\u6027<\/h4>\n<ul>\n<li>\n<p>\u8fb9\u7f18\u6982\u7387&#xff08;Marginal Probability&#xff09;&#xff1a;\u901a\u8fc7\u8054\u5408\u6982\u7387\u5bf9\u5176\u4ed6\u53d8\u91cf\u6c42\u548c\/\u79ef\u5206\u5f97\u5230\u5355\u4e2a\u4e8b\u4ef6\u7684\u6982\u7387\u3002 \u4f8b\u5982&#xff1a;P(A)&#061;\u2211BP(A,B)P(A)&#061;\u2211B\u200bP(A,B)\u3002<\/p>\n<\/li>\n<li>\n<p>\u72ec\u7acb\u6027&#xff1a;\u82e5\u00a0P(A,B)&#061;P(A)P(B)P(A,B)&#061;P(A)P(B)&#xff0c;\u5219\u4e8b\u4ef6A\u548cB\u72ec\u7acb\u3002 NLP\u5e94\u7528&#xff1a;\u6734\u7d20\u8d1d\u53f6\u65af\u5206\u7c7b\u5668\u5047\u8bbe\u7279\u5f81&#xff08;\u5355\u8bcd&#xff09;\u4e4b\u95f4\u76f8\u4e92\u72ec\u7acb\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e8c\u3001\u8d1d\u53f6\u65af\u5b9a\u7406&#xff1a;NLP\u7684\u57fa\u77f3<\/h3>\n<h4>1. \u8d1d\u53f6\u65af\u5b9a\u7406\u7684\u516c\u5f0f\u4e0e\u63a8\u5bfc<\/h4>\n<p>\u8d1d\u53f6\u65af\u5b9a\u7406\u5c06\u6761\u4ef6\u6982\u7387\u4e0e\u5148\u9a8c\u77e5\u8bc6\u7ed3\u5408&#xff0c;\u7528\u4e8e\u66f4\u65b0\u4e8b\u4ef6\u6982\u7387\u3002\u5176\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-683324781e31e.png\" \/><\/p>\n<p>\u5176\u4e2d&#xff1a;<\/p>\n<ul>\n<li>\n<p>P(A\u2223B)P(A\u2223B)&#xff1a;\u540e\u9a8c\u6982\u7387&#xff08;Posterior&#xff09;<\/p>\n<\/li>\n<li>\n<p>P(B\u2223A)P(B\u2223A)&#xff1a;\u4f3c\u7136\u6982\u7387&#xff08;Likelihood&#xff09;<\/p>\n<\/li>\n<li>\n<p>P(A)P(A)&#xff1a;\u5148\u9a8c\u6982\u7387&#xff08;Prior&#xff09;<\/p>\n<\/li>\n<li>\n<p>P(B)P(B)&#xff1a;\u8bc1\u636e&#xff08;Evidence&#xff09;<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u8d1d\u53f6\u65af\u5b9a\u7406\u5728NLP\u4e2d\u7684\u5e94\u7528<\/h4>\n<h5>\u6848\u4f8b&#xff1a;\u5783\u573e\u90ae\u4ef6\u5206\u7c7b<\/h5>\n<p>\u5047\u8bbe\u9700\u8981\u5224\u65ad\u4e00\u5c01\u90ae\u4ef6\u662f\u5426\u4e3a\u5783\u573e\u90ae\u4ef6&#xff08;\u4e8b\u4ef6S&#xff09;&#xff0c;\u90ae\u4ef6\u4e2d\u5305\u542b\u5355\u8bcd\u201c\u514d\u8d39\u201d&#xff08;\u4e8b\u4ef6F&#xff09;\u3002\u6839\u636e\u8d1d\u53f6\u65af\u5b9a\u7406&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-683324782ca99.png\" \/>\u00a0<\/p>\n<ul>\n<li>\n<p>P(S)&#xff1a;\u8bad\u7ec3\u96c6\u4e2d\u5783\u573e\u90ae\u4ef6\u7684\u6bd4\u4f8b&#xff08;\u5148\u9a8c&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>P(F\u2223S)&#xff1a;\u5783\u573e\u90ae\u4ef6\u4e2d\u51fa\u73b0\u201c\u514d\u8d39\u201d\u7684\u6982\u7387&#xff08;\u4f3c\u7136&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>P(F)&#xff1a;\u6240\u6709\u90ae\u4ef6\u4e2d\u51fa\u73b0\u201c\u514d\u8d39\u201d\u7684\u603b\u6982\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8ba1\u7b97\u540e\u9a8c\u6982\u7387\u00a0P(S\u2223F)&#xff0c;\u53ef\u51b3\u5b9a\u662f\u5426\u5c06\u90ae\u4ef6\u6807\u8bb0\u4e3a\u5783\u573e\u90ae\u4ef6\u3002<\/p>\n<h5>\u6269\u5c55&#xff1a;\u6734\u7d20\u8d1d\u53f6\u65af\u5206\u7c7b\u5668<\/h5>\n<p>\u6734\u7d20\u8d1d\u53f6\u65af\u5047\u8bbe\u6240\u6709\u7279\u5f81&#xff08;\u5355\u8bcd&#xff09;\u6761\u4ef6\u72ec\u7acb&#xff0c;\u7b80\u5316\u8ba1\u7b97&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-6833247839e25.png\" \/><\/p>\n<p>\u00a0\u5c3d\u7ba1\u72ec\u7acb\u6027\u5047\u8bbe\u5728\u73b0\u5b9e\u4e2d\u4e0d\u6210\u7acb&#xff08;\u4f8b\u5982\u201c\u4fe1\u7528\u5361\u201d\u548c\u201c\u5bc6\u7801\u201d\u5e38\u5171\u73b0&#xff09;&#xff0c;\u4f46\u6734\u7d20\u8d1d\u53f6\u65af\u5728\u6587\u672c\u5206\u7c7b\u4e2d\u4ecd\u8868\u73b0\u4f18\u5f02\u3002<\/p>\n<h3>\u4e09\u3001\u6982\u7387\u5206\u5e03\u4e0eNLP<\/h3>\n<h4>1. \u79bb\u6563\u578b\u6982\u7387\u5206\u5e03<\/h4>\n<h5>&#xff08;1&#xff09;\u4e8c\u9879\u5206\u5e03&#xff08;Binomial Distribution&#xff09;<\/h5>\n<p>\u63cf\u8ff0n\u6b21\u72ec\u7acb\u8bd5\u9a8c\u4e2d\u6210\u529f\u6b21\u6570\u7684\u6982\u7387\u5206\u5e03\u3002 \u6982\u7387\u8d28\u91cf\u51fd\u6570&#xff08;PMF&#xff09;&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-68332478473bc.png\" \/><\/p>\n<p>NLP\u5e94\u7528&#xff1a;\u6a21\u62df\u6587\u672c\u4e2d\u4e8c\u5143\u4e8b\u4ef6&#xff08;\u5982\u67d0\u4e2a\u8bcd\u662f\u5426\u51fa\u73b0&#xff09;\u3002<\/p>\n<h5>&#xff08;2&#xff09;\u591a\u9879\u5206\u5e03&#xff08;Multinomial Distribution&#xff09;<\/h5>\n<p>\u4e8c\u9879\u5206\u5e03\u7684\u6269\u5c55&#xff0c;\u63cf\u8ff0\u591a\u7c7b\u522b\u8bd5\u9a8c\u7684\u7ed3\u679c\u3002 \u6982\u7387\u8d28\u91cf\u51fd\u6570&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-6833247853d5d.png\" \/><\/p>\n<p>NLP\u5e94\u7528&#xff1a;\u8bcd\u888b\u6a21\u578b&#xff08;Bag-of-Words&#xff09;\u4e2d\u5355\u8bcd\u7684\u5206\u5e03\u3002<\/p>\n<h4>2. \u8fde\u7eed\u578b\u6982\u7387\u5206\u5e03<\/h4>\n<h5>&#xff08;1&#xff09;\u9ad8\u65af\u5206\u5e03&#xff08;\u6b63\u6001\u5206\u5e03&#xff09;<\/h5>\n<p>\u6982\u7387\u5bc6\u5ea6\u51fd\u6570&#xff08;PDF&#xff09;&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-6833247860e31.png\" \/><\/p>\n<p>NLP\u5e94\u7528&#xff1a;\u6f5c\u5728\u8bed\u4e49\u5206\u6790&#xff08;LSA&#xff09;\u4e2d\u7684\u964d\u7ef4\u6280\u672f&#xff08;\u5982PCA&#xff09;\u3002<\/p>\n<h5>&#xff08;2&#xff09;\u6cca\u677e\u5206\u5e03&#xff08;Poisson Distribution&#xff09;<\/h5>\n<p>\u63cf\u8ff0\u5355\u4f4d\u65f6\u95f4\u5185\u4e8b\u4ef6\u53d1\u751f\u6b21\u6570\u7684\u6982\u7387\u5206\u5e03\u3002 \u6982\u7387\u8d28\u91cf\u51fd\u6570&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-683324786db5b.png\" \/><\/p>\n<p>NLP\u5e94\u7528&#xff1a;\u6a21\u62df\u7f55\u89c1\u8bcd\u5728\u6587\u6863\u4e2d\u7684\u51fa\u73b0\u6b21\u6570\u3002<\/p>\n<h4>3. \u6982\u7387\u5206\u5e03\u7684\u9009\u62e9\u4e0e\u5efa\u6a21<\/h4>\n<p>\u5728NLP\u4e2d&#xff0c;\u5206\u5e03\u7684\u9009\u62e9\u9700\u7ed3\u5408\u6570\u636e\u7c7b\u578b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bcd\u9891\u7edf\u8ba1&#xff1a;\u591a\u9879\u5206\u5e03\u6216\u6cca\u677e\u5206\u5e03\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u672c\u957f\u5ea6\u5efa\u6a21&#xff1a;\u6cca\u677e\u5206\u5e03\u6216\u8d1f\u4e8c\u9879\u5206\u5e03\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fde\u7eed\u7279\u5f81&#xff08;\u5982\u8bcd\u5411\u91cf&#xff09;&#xff1a;\u9ad8\u65af\u5206\u5e03\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u56db\u3001\u53c2\u6570\u4f30\u8ba1&#xff1a;\u6700\u5927\u4f3c\u7136 vs \u8d1d\u53f6\u65af\u4f30\u8ba1<\/h3>\n<h4>1. \u6700\u5927\u4f3c\u7136\u4f30\u8ba1&#xff08;MLE&#xff09;<\/h4>\n<p>\u901a\u8fc7\u6700\u5927\u5316\u4f3c\u7136\u51fd\u6570\u6c42\u89e3\u53c2\u6570&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-6833247879007.png\" \/><\/p>\n<p>\u00a0\u6848\u4f8b&#xff1a;\u4f30\u8ba1\u5355\u8bcd\u201capple\u201d\u5728\u82f1\u6587\u6587\u6863\u4e2d\u7684\u51fa\u73b0\u6982\u7387&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-6833247885d58.png\" \/><\/p>\n<h4>2. \u8d1d\u53f6\u65af\u4f30\u8ba1<\/h4>\n<p>\u5f15\u5165\u5148\u9a8c\u5206\u5e03&#xff0c;\u8ba1\u7b97\u53c2\u6570\u7684\u540e\u9a8c\u5206\u5e03&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-68332478930bd.png\" \/><\/p>\n<p>\u6848\u4f8b&#xff1a;\u5728\u6570\u636e\u7a00\u758f\u65f6&#xff0c;\u901a\u8fc7\u72c4\u5229\u514b\u96f7\u5148\u9a8c&#xff08;Dirichlet Prior&#xff09;\u5e73\u6ed1\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<h4>3. \u5e73\u6ed1\u6280\u672f<\/h4>\n<ul>\n<li>\n<p>\u62c9\u666e\u62c9\u65af\u5e73\u6ed1&#xff08;\u52a0\u4e00\u5e73\u6ed1&#xff09;&#xff1a;\u907f\u514d\u96f6\u6982\u7387\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u53e4\u5fb7-\u56fe\u7075\u4f30\u8ba1&#xff1a;\u8c03\u6574\u7f55\u89c1\u4e8b\u4ef6\u7684\u6982\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u4e94\u3001NLP\u4e2d\u7684\u6982\u7387\u6a21\u578b\u5e94\u7528\u5b9e\u4f8b<\/h3>\n<h4>1. \u8bed\u8a00\u6a21\u578b&#xff08;Language Model&#xff09;<\/h4>\n<ul>\n<li>\n<p>n-gram\u6a21\u578b&#xff1a;\u57fa\u4e8e\u9a6c\u5c14\u53ef\u592b\u5047\u8bbe&#xff0c;\u8ba1\u7b97\u53e5\u5b50\u6982\u7387\u3002 \u4f8b\u5982&#xff0c;\u4e09\u5143\u6a21\u578b&#xff1a;<\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140856-683324789fc9d.png\" \/>\u00a0<\/p>\n<ul>\n<li>\n<p>\u795e\u7ecf\u8bed\u8a00\u6a21\u578b&#xff1a;\u4f7f\u7528RNN\u6216Transformer\u5efa\u6a21\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>2. \u6587\u672c\u5206\u7c7b<\/h4>\n<ul>\n<li>\n<p>\u4e3b\u9898\u6a21\u578b&#xff08;LDA&#xff09;&#xff1a;\u57fa\u4e8e\u591a\u9879\u5206\u5e03\u548c\u72c4\u5229\u514b\u96f7\u5206\u5e03\u6316\u6398\u6587\u6863\u4e3b\u9898\u3002<\/p>\n<\/li>\n<li>\n<p>\u60c5\u611f\u5206\u6790&#xff1a;\u901a\u8fc7\u903b\u8f91\u56de\u5f52&#xff08;\u6982\u7387\u5206\u7c7b\u5668&#xff09;\u5224\u65ad\u6587\u672c\u60c5\u611f\u6781\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>3. \u673a\u5668\u7ffb\u8bd1<\/h4>\n<ul>\n<li>\n<p>\u57fa\u4e8e\u77ed\u8bed\u7684\u7ffb\u8bd1\u6a21\u578b&#xff1a;\u8ba1\u7b97\u77ed\u8bed\u5bf9\u9f50\u7684\u6982\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b&#xff1a;\u4f7f\u7528\u6982\u7387\u751f\u6210\u76ee\u6807\u8bed\u8a00\u5e8f\u5217\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u516d\u3001\u603b\u7ed3<\/h3>\n<p>\u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\u4e3aNLP\u63d0\u4f9b\u4e86\u5904\u7406\u4e0d\u786e\u5b9a\u6027\u548c\u6570\u636e\u7a00\u758f\u6027\u7684\u6570\u5b66\u5de5\u5177\u3002\u4ece\u8d1d\u53f6\u65af\u5b9a\u7406\u5230\u6982\u7387\u5206\u5e03&#xff0c;\u4ece\u53c2\u6570\u4f30\u8ba1\u5230\u6982\u7387\u6a21\u578b&#xff0c;\u8fd9\u4e9b\u6982\u5ff5\u6784\u6210\u4e86NLP\u7b97\u6cd5\u7684\u57fa\u77f3\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55&#xff0c;\u6982\u7387\u601d\u60f3\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u5408&#xff08;\u5982\u53d8\u5206\u81ea\u7f16\u7801\u5668\u3001\u8d1d\u53f6\u65af\u795e\u7ecf\u7f51\u7edc&#xff09;\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86NLP\u6280\u672f\u7684\u8fdb\u6b65\u3002\u7406\u89e3\u8fd9\u4e9b\u6570\u5b66\u57fa\u7840&#xff0c;\u4e0d\u4ec5\u6709\u52a9\u4e8e\u638c\u63e1\u7ecf\u5178\u7b97\u6cd5&#xff0c;\u66f4\u80fd\u4e3a\u63a2\u7d22\u524d\u6cbf\u6280\u672f\u5960\u5b9a\u624e\u5b9e\u7684\u7406\u8bba\u6839\u57fa\u3002<\/p>\n<p>\u00a0<\/p>\n<\/p>\n<p>\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e40\u6b21\uff0c\u6536\u85cf27\u6b21\u3002\u672c\u6587\u6df1\u5165\u63a2\u8ba8\u4e86\u6982\u7387\u8bba\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5305\u62ec\u57fa\u672c\u6982\u5ff5\u3001\u6761\u4ef6\u6982\u7387\u3001\u8054\u5408\u6982\u7387\u3001\u8fb9\u7f18\u6982\u7387\u53ca\u72ec\u7acb\u6027\u7b49\u3002\u7279\u522b\u5730\uff0c\u8d1d\u53f6\u65af\u5b9a\u7406\u5728NLP\u4e2d\u626e\u6f14\u4e86\u6838\u5fc3\u89d2\u8272\uff0c\u5982\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u7b49\u5b9e\u9645\u6848\u4f8b\u6240\u793a\u3002\u6b64\u5916\uff0c\u6587\u7ae0\u8fd8\u4ecb\u7ecd\u4e86\u79bb\u6563\u578b\u548c\u8fde\u7eed\u578b\u6982\u7387\u5206\u5e03\u53ca\u5176\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u8bcd\u9891\u7edf\u8ba1\u548c\u6587\u672c\u957f\u5ea6\u5efa\u6a21\u3002\u53c2\u6570\u4f30\u8ba1\u65b9\u6cd5\uff0c\u5982\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u548c\u8d1d\u53f6\u65af\u4f30\u8ba1\uff0c\u4ee5\u53ca\u5e73\u6ed1\u6280\u672f\uff0c\u4e5f\u88ab\u8be6\u7ec6\u8ba8\u8bba\u3002\u6700\u540e\uff0c\u6587\u7ae0\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u3001\u6587\u672c\u5206\u7c7b\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u5b9e\u4f8b\uff0c\u5c55\u793a\u4e86\u6982\u7387\u6a21\u578b\u5728NLP\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n","protected":false},"author":2,"featured_media":39794,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[3366,371,3591,224],"topic":[],"class_list":["post-39808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-nlp","tag-371","tag-3591","tag-224"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/39808.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e40\u6b21\uff0c\u6536\u85cf27\u6b21\u3002\u672c\u6587\u6df1\u5165\u63a2\u8ba8\u4e86\u6982\u7387\u8bba\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5305\u62ec\u57fa\u672c\u6982\u5ff5\u3001\u6761\u4ef6\u6982\u7387\u3001\u8054\u5408\u6982\u7387\u3001\u8fb9\u7f18\u6982\u7387\u53ca\u72ec\u7acb\u6027\u7b49\u3002\u7279\u522b\u5730\uff0c\u8d1d\u53f6\u65af\u5b9a\u7406\u5728NLP\u4e2d\u626e\u6f14\u4e86\u6838\u5fc3\u89d2\u8272\uff0c\u5982\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u7b49\u5b9e\u9645\u6848\u4f8b\u6240\u793a\u3002\u6b64\u5916\uff0c\u6587\u7ae0\u8fd8\u4ecb\u7ecd\u4e86\u79bb\u6563\u578b\u548c\u8fde\u7eed\u578b\u6982\u7387\u5206\u5e03\u53ca\u5176\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u8bcd\u9891\u7edf\u8ba1\u548c\u6587\u672c\u957f\u5ea6\u5efa\u6a21\u3002\u53c2\u6570\u4f30\u8ba1\u65b9\u6cd5\uff0c\u5982\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u548c\u8d1d\u53f6\u65af\u4f30\u8ba1\uff0c\u4ee5\u53ca\u5e73\u6ed1\u6280\u672f\uff0c\u4e5f\u88ab\u8be6\u7ec6\u8ba8\u8bba\u3002\u6700\u540e\uff0c\u6587\u7ae0\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u3001\u6587\u672c\u5206\u7c7b\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u5b9e\u4f8b\uff0c\u5c55\u793a\u4e86\u6982\u7387\u6a21\u578b\u5728NLP\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/39808.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-25T14:08:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140855-683324779833b.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/39808.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/39808.html\",\"name\":\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-05-25T14:08:57+00:00\",\"dateModified\":\"2025-05-25T14:08:57+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/39808.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/39808.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/39808.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/39808.html","og_locale":"zh_CN","og_type":"article","og_title":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e40\u6b21\uff0c\u6536\u85cf27\u6b21\u3002\u672c\u6587\u6df1\u5165\u63a2\u8ba8\u4e86\u6982\u7387\u8bba\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5305\u62ec\u57fa\u672c\u6982\u5ff5\u3001\u6761\u4ef6\u6982\u7387\u3001\u8054\u5408\u6982\u7387\u3001\u8fb9\u7f18\u6982\u7387\u53ca\u72ec\u7acb\u6027\u7b49\u3002\u7279\u522b\u5730\uff0c\u8d1d\u53f6\u65af\u5b9a\u7406\u5728NLP\u4e2d\u626e\u6f14\u4e86\u6838\u5fc3\u89d2\u8272\uff0c\u5982\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u7b49\u5b9e\u9645\u6848\u4f8b\u6240\u793a\u3002\u6b64\u5916\uff0c\u6587\u7ae0\u8fd8\u4ecb\u7ecd\u4e86\u79bb\u6563\u578b\u548c\u8fde\u7eed\u578b\u6982\u7387\u5206\u5e03\u53ca\u5176\u5728NLP\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u8bcd\u9891\u7edf\u8ba1\u548c\u6587\u672c\u957f\u5ea6\u5efa\u6a21\u3002\u53c2\u6570\u4f30\u8ba1\u65b9\u6cd5\uff0c\u5982\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u548c\u8d1d\u53f6\u65af\u4f30\u8ba1\uff0c\u4ee5\u53ca\u5e73\u6ed1\u6280\u672f\uff0c\u4e5f\u88ab\u8be6\u7ec6\u8ba8\u8bba\u3002\u6700\u540e\uff0c\u6587\u7ae0\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u3001\u6587\u672c\u5206\u7c7b\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u5b9e\u4f8b\uff0c\u5c55\u793a\u4e86\u6982\u7387\u6a21\u578b\u5728NLP\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\u3002","og_url":"https:\/\/www.wsisp.com\/helps\/39808.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-05-25T14:08:57+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250525140855-683324779833b.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/39808.html","url":"https:\/\/www.wsisp.com\/helps\/39808.html","name":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-05-25T14:08:57+00:00","dateModified":"2025-05-25T14:08:57+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/39808.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/39808.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/39808.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"NLP\u5b66\u4e60\u8def\u7ebf\u56fe\uff08\u4e8c\uff09\uff1a \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1\u5b66\uff08\u8d1d\u53f6\u65af\u5b9a\u7406\u3001\u6982\u7387\u5206\u5e03\u7b49\uff09"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/39808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=39808"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/39808\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/39794"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=39808"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=39808"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=39808"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=39808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}