{"id":1926,"date":"2024-06-02T11:37:51","date_gmt":"2024-06-02T11:37:51","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1926"},"modified":"2024-06-02T11:38:25","modified_gmt":"2024-06-02T11:38:25","slug":"yinkongjian-aidesikaofangshi","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/yinkongjian-aidesikaofangshi.html","title":{"rendered":"\u9690\u7a7a\u95f4-AI\u7684\u601d\u8003\u65b9\u5f0f"},"content":{"rendered":"<blockquote>\n<p>\u8d8a\u64c5\u957f\u64cd\u4f5c\u9690\u7a7a\u95f4\u5411\u91cf\uff0c\u5c31\u8d8a\u80fd\u751f\u6210NB\u7684\u521b\u4f5c\u3002<\/p>\n<\/blockquote>\n<h2 data-id=\"heading-0\">\u4e0d\u53ef\u89c2\u6d4b\u53d8\u91cf<\/h2>\n<p>\u6211\u4eec\u611f\u77e5\u73b0\u5b9e\u4e2d\u7684\u4e16\u754c\uff0c\u901a\u5e38\u662f\u901a\u8fc7\u773c\u8033\u9f3b\u820c\u8eab\u505a\u5230\u7684\u3002\u901a\u8fc7\u611f\u77e5\u540e\uff0c\u6211\u4eec\u7684\u5927\u8111\u5c06\u8fd9\u4e9b\u4fe1\u606f\u8fdb\u884c\u5904\u7406\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u7406\u89e3\u548c\u8ba4\u77e5\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4e8b\u7269\u3002\u8fd9\u79cd\u80fd\u591f\u88ab\u6211\u4eec\u5668\u5b98\u611f\u77e5\u7684\u4e16\u754c\u6211\u4eec\u79f0\u4e4b\u4e3a\u53ef\u89c2\u6d4b\u4e16\u754c\uff0c\u6211\u4eec\u80fd\u611f\u77e5\u5230\u7684\u5404\u79cd\u4e8b\u7269\u7684\u7279\u6027\u79f0\u4e4b\u4e3a\u53ef\u89c2\u6d4b\u7279\u5f81\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u6211\u4eec\u5e76\u4e0d\u80fd\u603b\u662f\u80fd\u901a\u8fc7\u89c2\u6d4b\u7684\u7279\u6027\u5f97\u51fa\u7ed3\u8bba\uff0c\u6bd4\u5982\u6211\u4eec\u8981\u5bf9\u4e00\u4e2a\u5b66\u751f\u7684\u5b66\u672f\u8868\u73b0\u8fdb\u884c\u8bc4\u4f30\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u6d4b\u5230\u5b66\u751f\u7684\u8003\u8bd5\u6210\u7ee9\u3001\u4f5c\u4e1a\u6210\u7ee9\u3001\u8bfe\u5802\u8868\u73b0\u7b49\u6570\u636e\uff0c\u6bd4\u5982\u5b66\u4e60\u80fd\u529b\u3001\u4e13\u6ce8\u5ea6\u3001\u5b66\u4e60\u52a8\u673a\u7b49\u3002\u8fd9\u4e9b\u6f5c\u5728\u56e0\u5b50\u662f\u65e0\u6cd5\u76f4\u63a5\u89c2\u6d4b\u5230\u7684te&#8217;z<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4a16f61341b9beb7d39f8b255dd53641.png\" alt=\"871FBFD6-23A9-4320-A096-2D9CF54B104A.png\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-1\">\u9690\u7a7a\u95f4<\/h2>\n<p>\u901a\u5e38\u6765\u8bf4\uff0c\u4e00\u4e2a\u4e8b\u52a1\u4f1a\u5305\u542b\u6210\u5343\u4e0a\u4e07\u4e2a\u53ef\u89c2\u6d4b\u7279\u5f81\uff0c\u5982\u679c\u6211\u4eec\u5e0c\u671b\u673a\u5668\u63cf\u8ff0\u5b83\uff0c\u53ef\u80fd\u9700\u8981\u6784\u5efa\u6210\u5343\u4e0a\u4e07\u7684\u5411\u91cf\uff0c\u6bd4\u5982\u4ec5\u4e00\u5f20512<em>512\u50cf\u7d20RGB\u56fe\u7247\u4e2d\u7684\u6570\u636e\u91cf\uff08512<\/em>512*3\uff09\u5c31\u9700\u8981786432\u4e2a\u6570\u8868\u793a\u3002\u8fd9\u4e3b\u8981\u5e26\u4e86\u4e24\u65b9\u9762\u7684\u7f3a\u70b9\uff1a<\/p>\n<p>\u4e00\u4e2a\u662f\u5e26\u4e86\u9ad8\u6602\u7684\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\uff0c\u53e6\u4e00\u4e2a\u662f\u4e0d\u5bb9\u6613\u9ad8\u5ea6\u6982\u62ec\u4e00\u4e2a\u4e8b\u7269\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u73b0\u5b9e\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u9700\u8981\u627e\u5230\u4e00\u79cd\u6a21\u5f0f\u6765\u7b80\u5316\u4e8b\u7269\u7684\u7279\u5f81\u8868\u793a\u3002\u9690\u7a7a\u95f4\u5c31\u662f\u8fd9\u79cd\u6a21\u5f0f\u8868\u793a\u4e0b\u7684\u4ea7\u7269\u3002\u5b83\u4e0d\u5728\u76f4\u63a5\u4f7f\u7528\u53ef\u89c2\u6d4b\u7684\u53d8\u91cf\u63cf\u8ff0\u4e8b\u7269\uff0c\u800c\u662f\u4f7f\u7528\u53ef\u89c2\u6d4b\u53d8\u91cf\u6620\u5c04\u540e\u7684\u9690\u53d8\u91cf\u6765\u8868\u793a\u4e8b\u7269\u3002\u8fd9\u4e9b\u9690\u53d8\u91cf\u6784\u6210\u7684\u7ef4\u5ea6\u7a7a\u95f4\u5c31\u53eb\u4f5c\u9690\u7a7a\u95f4\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/64f2b1466fe6012d02c60ced6172c40a.png\" alt=\"5C3142EA-F6D5-491A-8A26-54221793CE47.png\" \/><\/figure>\n<\/p>\n<p>\u201c\u9690\u7a7a\u95f4\u201d\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u6781\u5176\u91cd\u8981\uff0c\u662f\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\u7684\u6838\u5fc3\u3002\u5b83\u7684\u672c\u8d28\u5c31\u662f\u6570\u636e\u538b\u7f29\uff0c\u53bb\u9664\u5197\u4f59\u4fdd\u7559\u6838\u5fc3\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/857390e54719999f364618d887a1b90e.png\" alt=\"F32DF4A3-59A1-43B7-B5FE-3EF2E1893CC4.png\" \/><\/figure>\n<\/p>\n<p>\u5927\u90e8\u5206\u65e0\u76d1\u7763\u7684\u6a21\u578b\u4e2d\uff0c\u8bad\u7ec3\u548c\u9884\u6d4b\u90fd\u662f\u5728\u9690\u7a7a\u95f4\u4e2d\u8fdb\u884c\u7684\uff0c\u53ef\u89c1\u9690\u7a7a\u95f4\u7684\u91cd\u8981\u7a0b\u5ea6\u3002\u8fd9\u91cc\u8fd8\u4f1a\u6d89\u53ca\u5230\u538b\u7f29\u6570\u636e\u7684\u6062\u590d\u8fc7\u7a0b\u3002<\/p>\n<h2 data-id=\"heading-2\">\u9690\u7a7a\u95f4\u7684\u7279\u6027<\/h2>\n<p>\u4f7f\u7528\u7a7a\u95f4\uff0c\u53ef\u4ee5\u4ea7\u751f\u4e0b\u9762\u51e0\u4e2a\u6548\u679c\uff1a<\/p>\n<p><strong>\u53d1\u73b0\u9690\u85cf\u6a21\u5f0f\u548c\u89c4\u5f8b<\/strong>\uff1a<\/p>\n<p>\u9690\u53d8\u91cf\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5b66\u4e60\u6570\u636e\u4e2d\u7684\u62bd\u8c61\u7279\u5f81\u548c\u6f5c\u5728\u7ed3\u6784\uff0c\u63d0\u53d6\u6570\u636e\u4e2d\u7684\u6709\u7528\u4fe1\u606f\u3002\u901a\u8fc7\u5b66\u4e60\u9690\u53d8\u91cf\u8868\u793a\uff0c\u6a21\u578b\u53ef\u4ee5\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\u548c\u89c4\u5f8b\uff0c\u63d0\u9ad8\u6a21\u578b\u5bf9\u6570\u636e\u7684\u7406\u89e3\u548c\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n<p><strong>\u6570\u636e\u53bb\u566a\u548c\u8865\u5168<\/strong>\uff1a<\/p>\n<p>\u9690\u53d8\u91cf\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5bf9\u6570\u636e\u8fdb\u884c\u53bb\u566a\u548c\u8865\u5168\uff0c\u63d0\u9ad8\u6570\u636e\u7684\u8d28\u91cf\u548c\u5b8c\u6574\u6027\u3002\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u9690\u53d8\u91cf\u8868\u793a\uff0c\u6a21\u578b\u53ef\u4ee5\u8bc6\u522b\u548c\u8fc7\u6ee4\u6570\u636e\u4e2d\u7684\u566a\u58f0\uff0c\u540c\u65f6\u6839\u636e\u5df2\u6709\u6570\u636e\u63a8\u65ad\u7f3a\u5931\u6570\u503c\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u8865\u5168\u548c\u6062\u590d\u3002<\/p>\n<p><strong>\u8fc1\u79fb\u5b66\u4e60\u548c\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a<\/p>\n<p>\u9690\u53d8\u91cf\u8868\u793a\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5b9e\u73b0\u8fc1\u79fb\u5b66\u4e60\uff0c\u5c06\u5728\u4e00\u4e2a\u4efb\u52a1\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u548c\u7279\u5f81\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u4efb\u52a1\u4e2d\u3002\u901a\u8fc7\u5171\u4eab\u9690\u53d8\u91cf\u8868\u793a\uff0c\u6a21\u578b\u53ef\u4ee5\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b\uff0c\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u548c\u6570\u636e\u96c6\u7684\u53d8\u5316\u3002<\/p>\n<p><strong>\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff1a<\/strong><\/p>\n<p>\u9690\u53d8\u91cf\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u9690\u53d8\u91cf\u6765\u89e3\u91ca\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u56e0\u7d20\u3002\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u5904\u7406\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u9690\u53d8\u91cf\u6765\u63cf\u8ff0\u56fe\u50cf\u4e2d\u7684\u5bf9\u8c61\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u56fe\u50cf\u7684\u5185\u5bb9\u3002\u901a\u8fc7\u4f7f\u7528\u9690\u53d8\u91cf\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u6a21\u578b\u7684\u8f93\u51fa\u89e3\u91ca\u4e3a\u6f5c\u5728\u56e0\u7d20\u7684\u7ec4\u5408\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<p>\u901a\u8fc7\u9690\u7a7a\u95f4\u7684\u8fd9\u4e9b\u7279\u8d28\uff0c\u53ef\u4ee5\u5f88\u5bb9\u6613\u5f97\u6982\u51b5\u4e00\u7c7b\u4e8b\u7269\uff0c\u4ece\u800c\u8fdb\u884c\u8ba1\u7b97\u9884\u6d4b\u3002\u8fd9\u4e5f\u662f\u9690\u7a7a\u95f4\u7684\u610f\u4e49\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5f7e33e17d329877911f3fe3f83821fc.png\" alt=\"0D804A4B-B21A-446C-ABF6-F86B6375740C.png\" \/><\/figure>\n<\/p>\n<p>\u6bd4\u5982\uff0c\u4e24\u53ea\u53ea\u72d7\u8db4\u5728\u7535\u68af\u95e8\u53e3\uff0c\u5728\u6f5c\u7a7a\u95f4\u4e2d\u4e24\u53ea\u72d7\u7684\u6570\u636e\u88ab\u538b\u7f29\u6210[0.4, 0.5] \u548c [0.45, 0.45]\uff0c\u800c\u7535\u68af\u88ab\u538b\u7f29\u6210[0.9, 1.05]\uff0c\u82e5\u653e\u5728\u4e8c\u7ef4\u7684\u5750\u6807\u7cfb\u4e2d\uff0c\u4e24\u4e2a\u6570\u503c\u5206\u522b\u4ee3\u8868X\u5750\u6807\u503c\u548cY\u5750\u6807\u503c\uff0c\u90a3\u4e48\u5f88\u660e\u663e\u4e24\u53ea\u72d7\u7684\u70b9\u4f4d\u66f4\u63a5\u8fd1\uff0c\u201c\u72d7\u201d\u7684\u89c4\u5f8b\u4e5f\u5c31\u6d6e\u73b0\u51fa\u6765\u4e86\u3002\u867d\u7136\uff0c\u6b64\u65f6\u673a\u5668\u4ecd\u7136\u4e0d\u77e5\u9053\u8fd9\u4e1c\u897f\u53eb\u201c\u72d7\u201d\uff0c\u4f46\u5b83\u5374\u77e5\u9053\u8fd9\u4e24\u4e2a\u4e1c\u897f\u662f\u4e00\u7c7b\u7684\u4e1c\u897f\uff01<\/p>\n<p>\u53e6\u5916\u901a\u8fc7\u4e0a\u9762\u7684\u4f8b\u5b50\u6211\u4eec\u5f88\u660e\u663e\u611f\u89c9\u5230\u6570\u636e\u7684\u9ad8\u5ea6\u62bd\u8c61\u6982\u51b5\uff0c\u867d\u7136\u4e0d\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u4f46\u5b83\u5177\u5907\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c<em>\u5f88\u7c7b\u4f3c\u54f2\u5b66\u610f\u4e49\u4e0a\u7684\u5f52\u7eb3\u603b\u7ed3\u3002<\/em><\/p>\n<p>\u6570\u636e\u538b\u7f29\u7684\u65b9\u6cd5\u4e3b\u8981\u662f\u7a7a\u95f4\u6620\u5c04\uff0c\u4ee5\u4e0b\u4e24\u5f20\u56fe\u5206\u522b\u4e3a\u4ece\u4e8c\u7ef4\u964d\u7ef4\u5230\u4e00\u7ef4\u3001\u4ece\u4e09\u7ef4\u964d\u7ef4\u5230\u4e8c\u7ef4\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/298c23ca687afbdced5394c298feb65a.png\" alt=\"0552EA92-C5A5-4C35-BBF2-2C7D6EA9CEB6.png\" \/><\/figure>\n<\/p>\n<p>\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u8bad\u7ec3\u5185\u5bb9\u5c31\u662f\u8ba9 encoded dimension 1 \u5750\u6807\u8f74\u7684\u659c\u7387\u53d1\u751f\u5fae\u8c03\uff0c\u8c03\u6574\u5230\u6700\u4f18\u7684\u72b6\u6001\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/3bee7f75404bb6c95e6f4b438478ac7c.png\" alt=\"1CAC363E-B149-4D6B-999F-8443E0744FA8.png\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u662f\u6c42\u4e00\u4e2a\u6700\u4f73\u5e73\u9762\u3002<\/p>\n<h2 data-id=\"heading-3\">\u9690\u7a7a\u95f4\u6620\u5c04\u7684\u65b9\u6cd5<\/h2>\n<p>\u5728\u5b9e\u9645\u7684\u5e94\u7528\u4e2d\uff0c\u9690\u7a7a\u95f4\u7684\u7ef4\u5ea6\u5f88\u6709\u8bb2\u7a76\uff0c\u51e0\u7ef4\u6700\u5408\u7406\uff0c\u5b9e\u9645\u4e0a\u8981\u6839\u636e\u5177\u4f53\u7684\u95ee\u9898\u6765\u505a\u8c03\u6574\u7684,\u7ef4\u5ea6\u8fc7\u9ad8\u6ca1\u6709\u533a\u5206\u5ea6\uff0c\u4f1a\u4ea7\u751f\u8fc7\u62df\u5408\uff0c\u7ef4\u5ea6\u8fc7\u4f4e\u4fe1\u606f\u4e22\u5931\u8fc7\u591a\uff0c\u4ea7\u751f\u62df\u5408\u4e0d\u5230\u4f4d\u3002<\/p>\n<ol>\n<li><strong>\u6f5c\u5728\u8bed\u4e49\u5206\u6790\uff08Latent Semantic Analysis, LSA\uff09<\/strong> \uff1a\u7528\u4e8e\u6587\u672c\u6570\u636e\u7684\u964d\u7ef4\u548c\u8bed\u4e49\u5206\u6790\uff0c\u901a\u8fc7\u5b66\u4e60\u6587\u6863\u548c\u8bcd\u8bed\u4e4b\u95f4\u7684\u6f5c\u5728\u8bed\u4e49\u5173\u7cfb\uff0c\u5c06\u6587\u672c\u6570\u636e\u6620\u5c04\u5230\u4e00\u4e2a\u4f4e\u7ef4\u7684\u8bed\u4e49\u7a7a\u95f4\u3002<\/li>\n<li><strong>\u6f5c\u5728\u72c4\u5229\u514b\u96f7\u5206\u914d\uff08Latent Dirichlet Allocation, LDA\uff09<\/strong> \uff1a\u4e00\u79cd\u7528\u4e8e\u4e3b\u9898\u5efa\u6a21\u7684\u751f\u6210\u6a21\u578b\uff0c\u5047\u8bbe\u6587\u6863\u7531\u591a\u4e2a\u4e3b\u9898\u7ec4\u6210\uff0c\u6bcf\u4e2a\u4e3b\u9898\u53c8\u7531\u4e00\u7ec4\u8bcd\u8bed\u8868\u793a\uff0c\u901a\u8fc7\u5b66\u4e60\u6587\u6863\u548c\u8bcd\u8bed\u7684\u5206\u5e03\u5173\u7cfb\uff0c\u63a8\u65ad\u6587\u6863\u7684\u4e3b\u9898\u7ed3\u6784\u3002<\/li>\n<li><strong>\u81ea\u52a8\u7f16\u7801\u5668\uff08Autoencoder\uff09<\/strong> \uff1a\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u901a\u8fc7\u7f16\u7801\u5668\u5c06\u8f93\u5165\u6570\u636e\u6620\u5c04\u5230\u9690\u7a7a\u95f4\u8868\u793a\uff0c\u518d\u901a\u8fc7\u89e3\u7801\u5668\u5c06\u9690\u7a7a\u95f4\u8868\u793a\u6620\u5c04\u56de\u539f\u59cb\u6570\u636e\u7a7a\u95f4\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u964d\u7ef4\u548c\u7279\u5f81\u63d0\u53d6\u3002<\/li>\n<li><strong>\u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668\uff08Variational Autoencoder, VAE\uff09<\/strong> \uff1a\u4e00\u79cd\u751f\u6210\u6a21\u578b\uff0c\u7ed3\u5408\u4e86\u81ea\u52a8\u7f16\u7801\u5668\u548c\u53d8\u5206\u63a8\u65ad\u7684\u601d\u60f3\uff0c\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u5206\u5e03\uff0c\u5b9e\u73b0\u5bf9\u6570\u636e\u7684\u751f\u6210\u548c\u968f\u673a\u91c7\u6837\u3002<\/li>\n<li><strong>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08Generative Adversarial Network, GAN\uff09<\/strong> \uff1a\u4e00\u79cd\u751f\u6210\u6a21\u578b\uff0c\u7531\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7ec4\u6210\uff0c\u901a\u8fc7\u535a\u5f08\u7684\u65b9\u5f0f\u5b66\u4e60\u6570\u636e\u7684\u5206\u5e03\uff0c\u751f\u6210\u903c\u771f\u7684\u6837\u672c\u6570\u636e\u3002<\/li>\n<\/ol>\n<p>\u53c2\u8003\uff1a\n<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ftowardsdatascience.com%2Funderstanding-latent-space-in-machine-learning-de5a7c687d8d\" target=\"_blank\" title=\"https:\/\/towardsdatascience.com\/understanding-latent-space-in-machine-learning-de5a7c687d8d\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">towardsdatascience.com\/understandi\u2026<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u4e0d\u53ef\u89c2\u6d4b\u53d8\u91cf \u6211\u4eec\u611f\u77e5\u73b0\u5b9e\u4e2d\u7684\u4e16\u754c\uff0c\u901a\u5e38\u662f\u901a\u8fc7\u773c\u8033\u9f3b\u820c\u8eab\u505a\u5230\u7684\u3002\u901a\u8fc7\u611f\u77e5\u540e\uff0c\u6211\u4eec\u7684\u5927\u8111\u5c06\u8fd9\u4e9b\u4fe1\u606f\u8fdb\u884c\u5904\u7406\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u7406\u89e3\u548c\u8ba4\u77e5\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4e8b\u7269\u3002\u8fd9\u79cd\u80fd\u591f\u88ab\u6211\u4eec\u5668\u5b98\u611f\u77e5\u7684\u4e16\u754c\u6211\u4eec\u79f0\u4e4b\u4e3a\u53ef\u89c2\u6d4b\u4e16\u754c\uff0c\u6211\u4eec\u80fd<\/p>\n","protected":false},"author":1,"featured_media":12119,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"7","footnotes":""},"categories":[3],"tags":[127,128,129,136,126],"collection":[],"class_list":["post-1926","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-ai","tag-128","tag-129","tag-136","tag-gpt"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1926","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1926"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1926\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/12119"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1926"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1926"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1926"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1926"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}