{"id":20053,"date":"2026-01-16T14:47:33","date_gmt":"2026-01-16T06:47:33","guid":{"rendered":"https:\/\/92it.top\/?p=20053"},"modified":"2026-01-16T14:47:33","modified_gmt":"2026-01-16T06:47:33","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%9f%ba%e7%a1%80%e6%9c%af%e8%af%ad","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=20053","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u57fa\u7840\u672f\u8bed"},"content":{"rendered":"\n<p><strong>\u524d\u8a00\u200b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u5c31\u50cf\u5b66\u4e60\u4e00\u95e8\u65b0\u8bed\u8a00\uff0c\u9700\u8981\u5148\u638c\u63e1\u57fa\u672c\u8bcd\u6c47\u3002\u8fd9\u4e9b\u672f\u8bed\u6784\u6210\u4e86\u673a\u5668\u5b66\u4e60\u7684&#8221;\u8bed\u8a00\u7cfb\u7edf&#8221;\uff0c\u7406\u89e3\u5b83\u4eec\u662f\u6df1\u5165\u5b66\u4e60\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\u4f60\u5728\u6559\u4e00\u4e2a\u673a\u5668\u4eba\u8ba4\u8bc6\u6c34\u679c\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6570\u636e<\/strong>\uff1a\u5404\u79cd\u6c34\u679c\u7684\u56fe\u7247\u548c\u4fe1\u606f<\/li>\n\n\n\n<li><strong>\u7279\u5f81<\/strong>\uff1a\u6c34\u679c\u7684\u989c\u8272\u3001\u5f62\u72b6\u3001\u5927\u5c0f\u3001\u5473\u9053<\/li>\n\n\n\n<li><strong>\u6807\u7b7e<\/strong>\uff1a\u8fd9\u4e2a\u6c34\u679c\u53eb\u4ec0\u4e48\u540d\u5b57\uff08\u82f9\u679c\u3001\u9999\u8549\u3001\u6a59\u5b50\uff09<\/li>\n\n\n\n<li><strong>\u6a21\u578b<\/strong>\uff1a\u673a\u5668\u4eba\u5b66\u5230\u7684&#8221;\u8bc6\u522b\u6c34\u679c\u7684\u65b9\u6cd5&#8221;<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3<\/strong>\uff1a\u6559\u673a\u5668\u4eba\u8ba4\u8bc6\u6c34\u679c\u7684\u8fc7\u7a0b<\/li>\n\n\n\n<li><strong>\u63a8\u7406<\/strong>\uff1a\u673a\u5668\u4eba\u8bc6\u522b\u65b0\u6c34\u679c\u7684\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u6570\u636e\uff08Data\uff09\u200b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u6570\u636e\uff1f<strong>\u6570\u636e<\/strong>\u662f\u673a\u5668\u5b66\u4e60\u7684&#8221;\u539f\u6750\u6599&#8221;\uff0c\u5c31\u50cf\u53a8\u5e08\u505a\u83dc\u9700\u8981\u7684\u98df\u6750\u4e00\u6837\u3002\u6ca1\u6709\u6570\u636e\uff0c\u673a\u5668\u5b66\u4e60\u5c31\u65e0\u6cd5\u8fdb\u884c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"99\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-1024x99.png\" alt=\"\" class=\"wp-image-20054\" style=\"width:584px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-1024x99.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-300x29.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-768x75.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-1536x149.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-830x81.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-230x22.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-350x34.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43-480x47.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-43.png 1577w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u6570\u636e\u7684\u7c7b\u578b<\/p>\n\n\n\n<p><strong>\ud83d\udd391. \u7ed3\u6784\u5316\u6570\u636e<\/strong><\/p>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u6709\u660e\u786e\u7684\u683c\u5f0f\u548c\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u50cf\u8868\u683c\u4e00\u6837\u6574\u9f50<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"796\" height=\"533\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44.png\" alt=\"\" class=\"wp-image-20055\" style=\"width:434px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44.png 796w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44-300x201.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44-768x514.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44-230x154.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44-350x234.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-44-480x321.png 480w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd392. \u975e\u7ed3\u6784\u5316\u6570\u636e<\/strong><\/p>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u6ca1\u6709\u56fa\u5b9a\u683c\u5f0f\uff0c\u9700\u8981\u7279\u6b8a\u5904\u7406<\/p>\n\n\n\n<ul>\n<li>\u6587\u672c\uff1a\u8bc4\u8bba\u3001\u6587\u7ae0\u3001\u90ae\u4ef6<\/li>\n\n\n\n<li>\u56fe\u50cf\uff1a\u7167\u7247\u3001\u533b\u5b66\u5f71\u50cf<\/li>\n\n\n\n<li>\u97f3\u9891\uff1a\u8bed\u97f3\u3001\u97f3\u4e50<\/li>\n\n\n\n<li>\u89c6\u9891\uff1a\u76d1\u63a7\u5f55\u50cf\u3001\u7535\u5f71<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-preformatted\"># \u975e\u7ed3\u6784\u5316\u6570\u636e\u793a\u4f8b\uff1a\u6587\u672c\u548c\u56fe\u50cf<br>text_data = \"\u8fd9\u4e2a\u4ea7\u54c1\u8d28\u91cf\u5f88\u597d\uff0c\u6211\u5f88\u6ee1\u610f\uff01\"<br># image_data = \u4e00\u5f20\u4ea7\u54c1\u7684\u7167\u7247<br># audio_data = \u987e\u5ba2\u7684\u8bed\u97f3\u8bc4\u4ef7<\/pre>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd393. \u6570\u636e\u8d28\u91cf\u7684\u91cd\u8981\u6027<\/strong><\/p>\n\n\n\n<p><strong>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa<\/strong>\uff08Garbage In, Garbage Out\uff09\u662f\u673a\u5668\u5b66\u4e60\u7684\u91cd\u8981\u539f\u5219\u3002\u6570\u636e\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u6548\u679c\u3002<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u6570\u636e\u8d28\u91cf\u95ee\u9898\u793a\u4f8b\nimport numpy as np\nimport pandas as pd\n# \u521b\u5efa\u5305\u542b\u5404\u79cd\u95ee\u9898\u7684\u6570\u636e\nproblematic_data = {\n    '\u4ef7\u683c': [100, 200, None, 300, -50],  # \u7f3a\u5931\u503c\u548c\u5f02\u5e38\u503c\n    '\u8bc4\u5206': [4.5, '\u597d', 3.8, 4.2, 5.0],  # \u6570\u636e\u7c7b\u578b\u4e0d\u4e00\u81f4\n    '\u9500\u91cf': [1000, 1200, 800, 1500, '\u5f88\u591a']  # \u6587\u672c\u548c\u6570\u5b57\u6df7\u5408\n}\ndf = pd.DataFrame(problematic_data)\nprint(\"\u6709\u95ee\u9898\u7684\u6570\u636e\uff1a\")\nprint(df)\nprint(\"\\n\u6570\u636e\u95ee\u9898\u5206\u6790\uff1a\")\nprint(f\"\u7f3a\u5931\u503c\u6570\u91cf\uff1a{df.isnull().sum().sum()}\")\nprint(f\"\u6570\u636e\u7c7b\u578b\uff1a\\n{df.dtypes}\")<\/pre>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u7279\u5f81\uff08Feature\uff09\u200b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u7279\u5f81\uff1f<\/p>\n\n\n\n<p><strong>\u7279\u5f81<\/strong>\u662f\u6570\u636e\u7684&#8221;\u53ef\u89c2\u5bdf\u5c5e\u6027&#8221;\uff0c\u5c31\u50cf\u63cf\u8ff0\u4e00\u4e2a\u4eba\u7684\u7279\u5f81\uff1a\u8eab\u9ad8\u3001\u4f53\u91cd\u3001\u53d1\u8272\u3001\u6027\u683c\u7b49\u3002\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u7279\u5f81\u662f\u7528\u6765\u505a\u9884\u6d4b\u7684\u4f9d\u636e\u3002<\/p>\n\n\n\n<p>\u7279\u5f81\u9009\u62e9\u7684\u91cd\u8981\u6027\uff1a<\/p>\n\n\n\n<ul>\n<li>\u597d\u7684\u7279\u5f81\u80fd\u8ba9\u6a21\u578b\u4e8b\u534a\u529f\u500d<\/li>\n\n\n\n<li>\u574f\u7684\u7279\u5f81\u4f1a\u8ba9\u6a21\u578b\u4e8b\u500d\u529f\u534a<\/li>\n\n\n\n<li>\u7279\u5f81\u5de5\u7a0b\u5f80\u5f80\u662f\u51b3\u5b9a\u6a21\u578b\u6548\u679c\u7684\u5173\u952e<\/li>\n<\/ul>\n\n\n\n<p>\u7279\u5f81\u7684\u7c7b\u578b<\/p>\n\n\n\n<ul>\n<li>\u6570\u503c\u7279\u5f81<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u53ef\u4ee5\u7528\u6570\u5b57\u8868\u793a\uff0c\u53ef\u4ee5\u8fdb\u884c\u6570\u5b66\u8fd0\u7b97<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u6570\u503c\u7279\u5f81\u793a\u4f8b\nnumerical_features = {\n    '\u5e74\u9f84': [25, 30, 35, 40],\n    '\u6536\u5165': [5000, 8000, 12000, 15000],\n    '\u8eab\u9ad8': [165, 170, 175, 180]\n}<\/pre>\n\n\n\n<ul>\n<li>\u7c7b\u522b\u7279\u5f81<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u8868\u793a\u4e0d\u540c\u7684\u7c7b\u522b\uff0c\u4e0d\u80fd\u8fdb\u884c\u6570\u5b66\u8fd0\u7b97<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u7c7b\u522b\u7279\u5f81\u793a\u4f8b\ncategorical_features = {\n    '\u6027\u522b': ['\u7537', '\u5973', '\u7537', '\u5973'],\n    '\u5b66\u5386': ['\u672c\u79d1', '\u7855\u58eb', '\u535a\u58eb', '\u672c\u79d1'],\n    '\u57ce\u5e02': ['\u5317\u4eac', '\u4e0a\u6d77', '\u5e7f\u5dde', '\u6df1\u5733']\n}<\/pre>\n\n\n\n<ul>\n<li>\u6587\u672c\u7279\u5f81<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u9700\u8981\u7279\u6b8a\u5904\u7406\u624d\u80fd\u88ab\u6a21\u578b\u4f7f\u7528<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u6587\u672c\u7279\u5f81\u793a\u4f8b\ntext_features = {\n    '\u8bc4\u8bba': [\n        '\u8fd9\u4e2a\u4ea7\u54c1\u5f88\u597d\u7528\uff0c\u63a8\u8350\u8d2d\u4e70\uff01',\n        '\u8d28\u91cf\u4e00\u822c\uff0c\u4e0d\u592a\u6ee1\u610f\u3002',\n        '\u6027\u4ef7\u6bd4\u9ad8\uff0c\u503c\u5f97\u5165\u624b\u3002'\n    ]\n}<\/pre>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u6807\u7b7e\uff08Label\uff09\u200b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u6807\u7b7e\uff1f<\/p>\n\n\n\n<p><strong>\u6807\u7b7e<\/strong>\u662f\u6211\u4eec\u60f3\u8981\u9884\u6d4b\u7684&#8221;\u7b54\u6848&#8221;\uff0c\u5c31\u50cf\u8003\u8bd5\u9898\u7684\u6b63\u786e\u7b54\u6848\u4e00\u6837\u3002\u5728\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u6bcf\u4e2a\u6570\u636e\u6837\u672c\u90fd\u6709\u4e00\u4e2a\u5bf9\u5e94\u7684\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u6807\u7b7e\u7684\u4f5c\u7528\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6307\u5bfc\u6a21\u578b\u5b66\u4e60\u65b9\u5411<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6a21\u578b\u5b66\u4e60\u6548\u679c<\/li>\n\n\n\n<li>\u5b9a\u4e49\u95ee\u9898\u7684\u7c7b\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u6807\u7b7e\u7684\u7c7b\u578b\uff1a<\/p>\n\n\n\n<ul>\n<li>\u5206\u7c7b\u6807\u7b7e<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u79bb\u6563\u7684\u7c7b\u522b\u503c<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u5206\u7c7b\u6807\u7b7e\u793a\u4f8b\nclassification_labels = {\n    '\u90ae\u4ef6\u7c7b\u578b': ['\u5783\u573e\u90ae\u4ef6', '\u6b63\u5e38\u90ae\u4ef6', '\u5783\u573e\u90ae\u4ef6', '\u6b63\u5e38\u90ae\u4ef6'],\n    '\u60c5\u611f\u503e\u5411': ['\u6b63\u9762', '\u8d1f\u9762', '\u4e2d\u6027', '\u6b63\u9762'],\n    '\u75be\u75c5\u8bca\u65ad': ['\u60a3\u75c5', '\u5065\u5eb7', '\u5065\u5eb7', '\u60a3\u75c5']\n}<\/pre>\n\n\n\n<ul>\n<li>\u56de\u5f52\u6807\u7b7e<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7279\u70b9<\/strong>\uff1a\u8fde\u7eed\u7684\u6570\u503c<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u56de\u5f52\u6807\u7b7e\u793a\u4f8b\nregression_labels = {\n    '\u623f\u4ef7': [250000, 320000, 180000, 450000],\n    '\u6e29\u5ea6': [25.5, 28.3, 22.1, 30.0],\n    '\u80a1\u7968\u4ef7\u683c': [100.5, 105.2, 98.7, 110.3]\n}<\/pre>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u6a21\u578b\uff08Model\uff09\u200b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u6a21\u578b\uff1f<\/p>\n\n\n\n<p><strong>\u6a21\u578b<\/strong>\u662f\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4ece\u6570\u636e\u4e2d\u5b66\u5230\u7684&#8221;\u89c4\u5f8b&#8221;\u6216&#8221;\u6a21\u5f0f&#8221;\uff0c\u5c31\u50cf\u5b66\u751f\u4ece\u8bfe\u672c\u4e2d\u5b66\u5230\u7684\u77e5\u8bc6\u4e00\u6837\u3002<\/p>\n\n\n\n<p>\u6a21\u578b\u7684\u672c\u8d28\uff1a<\/p>\n\n\n\n<ul>\n<li>\u6570\u5b66\u51fd\u6570\uff1a\u8f93\u5165\u7279\u5f81\uff0c\u8f93\u51fa\u9884\u6d4b<\/li>\n\n\n\n<li>\u53c2\u6570\u96c6\u5408\uff1a\u5b66\u5230\u7684\u89c4\u5f8b\u7684\u5177\u4f53\u8868\u793a<\/li>\n\n\n\n<li>\u51b3\u7b56\u89c4\u5219\uff1a\u5982\u4f55\u4ece\u8f93\u5165\u5f97\u5230\u8f93\u51fa<\/li>\n<\/ul>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u7b80\u5355\u7ebf\u6027\u6a21\u578b\u793a\u4f8b\nimport numpy as np\nimport matplotlib.pyplot as plt\n# \u6a21\u62df\u6570\u636e\nX = np.array([1, 2, 3, 4, 5])\ny = np.array([2, 4, 6, 8, 10])\n# \u7ebf\u6027\u6a21\u578b\uff1ay = w * x + b\n# \u5b66\u4e60\u5230\u7684\u53c2\u6570\uff1aw = 2, b = 0\nw, b = 2, 0\ndef linear_model(x):\n    \"\"\"\u7ebf\u6027\u6a21\u578b\u51fd\u6570\"\"\"\n    return w * x + b\n# \u9884\u6d4b\npredictions = linear_model(X)\n# \u53ef\u89c6\u5316\nplt.scatter(X, y, color='blue', label='\u771f\u5b9e\u6570\u636e')\nplt.plot(X, predictions, color='red', label='\u6a21\u578b\u9884\u6d4b')\nplt.xlabel('\u8f93\u5165 X')\nplt.ylabel('\u8f93\u51fa y')\nplt.title('\u7ebf\u6027\u6a21\u578b\u793a\u4f8b')\nplt.legend()\nplt.grid(True)\nplt.show()\nprint(f\"\u6a21\u578b\u53c2\u6570\uff1aw = {w}, b = {b}\")\nprint(f\"\u9884\u6d4b\u7ed3\u679c\uff1a{predictions}\")<\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"854\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-1024x854.png\" alt=\"\" class=\"wp-image-20058\" style=\"width:432px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-1024x854.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-300x250.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-768x641.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-830x692.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-230x192.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-350x292.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46-480x400.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-46.png 1193w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3\uff08Training\uff09\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u8bad\u7ec3\uff1f<\/p>\n\n\n\n<p><strong>\u8bad\u7ec3<\/strong>\u662f\u6a21\u578b\u5b66\u4e60\u7684\u8fc7\u7a0b\uff0c\u5c31\u50cf\u5b66\u751f\u4e0a\u8bfe\u5b66\u4e60\u77e5\u8bc6\u4e00\u6837\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u4e0d\u65ad\u8c03\u6574\u53c2\u6570\uff0c\u4f7f\u9884\u6d4b\u7ed3\u679c\u8d8a\u6765\u8d8a\u63a5\u8fd1\u771f\u5b9e\u6807\u7b7e\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"239\" height=\"1024\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-239x1024.png\" alt=\"\" class=\"wp-image-20060\" style=\"width:133px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-239x1024.png 239w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-70x300.png 70w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-358x1536.png 358w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-230x986.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1-350x1500.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/aade1323-0ab3-42224-8866-5af2a9dbe6a1.png 401w\" sizes=\"(max-width: 239px) 100vw, 239px\" \/><\/figure><\/div>\n\n\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u793a\u4f8b<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u8bad\u7ec3\u8fc7\u7a0b\u793a\u4f8b\uff1a\u7b80\u5355\u7ebf\u6027\u56de\u5f52\nimport numpy as np\nimport matplotlib.pyplot as plt\n# \u751f\u6210\u8bad\u7ec3\u6570\u636e\nnp.random.seed(42)\nX = np.random.rand(50, 1) * 10\ny = 3 * X + 2 + np.random.randn(50, 1) * 2\n# \u521d\u59cb\u5316\u6a21\u578b\u53c2\u6570\nw, b = 0.0, 0.0\nlearning_rate = 0.01\nepochs = 100\n# \u8bb0\u5f55\u8bad\u7ec3\u8fc7\u7a0b\nloss_history = []\n# \u8bad\u7ec3\u5faa\u73af\nfor epoch in range(epochs):\n    # \u524d\u5411\u4f20\u64ad\n    y_pred = w * X + b\n    # \u8ba1\u7b97\u635f\u5931\uff08\u5747\u65b9\u8bef\u5dee\uff09\n    loss = np.mean((y_pred - y) ** 2)\n    loss_history.append(loss)\n    # \u8ba1\u7b97\u68af\u5ea6\n    dw = np.mean(2 * X * (y_pred - y))\n    db = np.mean(2 * (y_pred - y))\n    # \u66f4\u65b0\u53c2\u6570\n    w -= learning_rate * dw\n    b -= learning_rate * db\n    if epoch % 10 == 0:\n        print(f\"Epoch {epoch}: Loss = {loss:.4f}, w = {w:.4f}, b = {b:.4f}\")\n# \u53ef\u89c6\u5316\u8bad\u7ec3\u8fc7\u7a0b\nplt.figure(figsize=(12, 4))\nplt.subplot(1, 2, 1)\nplt.plot(loss_history)\nplt.xlabel('Epoch')\nplt.ylabel('Loss')\nplt.title('\u8bad\u7ec3\u635f\u5931\u53d8\u5316')\nplt.grid(True)\nplt.subplot(1, 2, 2)\nplt.scatter(X, y, color='blue', label='\u8bad\u7ec3\u6570\u636e')\nplt.plot(X, w * X + b, color='red', label='\u8bad\u7ec3\u540e\u7684\u6a21\u578b')\nplt.xlabel('X')\nplt.ylabel('y')\nplt.title('\u8bad\u7ec3\u7ed3\u679c')\nplt.legend()\nplt.grid(True)\nplt.tight_layout()\nplt.show()\nprint(f\"\u6700\u7ec8\u6a21\u578b\u53c2\u6570\uff1aw = {w:.4f}, b = {b:.4f}\")<\/pre>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"515\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-1024x515.png\" alt=\"\" class=\"wp-image-20062\" style=\"width:646px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-1024x515.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-300x151.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-768x387.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-1536x773.png 1536w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-2048x1031.png 2048w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-830x418.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-230x116.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-350x176.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/01\/image-48-480x242.png 480w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u63a8\u7406\uff08Inference\uff09\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4ec0\u4e48\u662f\u63a8\u7406\uff1f<\/p>\n\n\n\n<p><strong>\u63a8\u7406<\/strong>\u662f\u4f7f\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\u7684\u8fc7\u7a0b\uff0c\u5c31\u50cf\u5b66\u751f\u7528\u5b66\u5230\u7684\u77e5\u8bc6\u89e3\u7b54\u8003\u8bd5\u9898\u4e00\u6837\u3002<\/p>\n\n\n\n<p>\u63a8\u7406\u8fc7\u7a0b\u793a\u4f8b<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># \u63a8\u7406\u8fc7\u7a0b\u793a\u4f8b\nimport numpy as np\n# \u5047\u8bbe\u6211\u4eec\u5df2\u7ecf\u8bad\u7ec3\u597d\u4e86\u4e00\u4e2a\u623f\u4ef7\u9884\u6d4b\u6a21\u578b\nclass HousePriceModel:\n    def __init__(self):\n        # \u6a21\u62df\u8bad\u7ec3\u597d\u7684\u53c2\u6570\n        self.feature_weights = {\n            '\u9762\u79ef': 2.5,\n            '\u5367\u5ba4\u6570': 10.0,\n            '\u623f\u9f84': -1.0,\n            '\u5730\u6bb5\u8bc4\u5206': 50.0\n        }\n        self.bias = 50.0\n    def predict(self, features):\n        \"\"\"\n        \u4f7f\u7528\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8fdb\u884c\u623f\u4ef7\u9884\u6d4b\n        \"\"\"\n        price = self.bias\n        for feature_name, feature_value in features.items():\n            if feature_name in self.feature_weights:\n                price += self.feature_weights[feature_name] * feature_value\n        return price\n# \u521b\u5efa\u8bad\u7ec3\u597d\u7684\u6a21\u578b\nmodel = HousePriceModel()\n# \u63a8\u7406\uff1a\u9884\u6d4b\u65b0\u623f\u4ef7\nnew_houses = [\n    {'\u9762\u79ef': 80, '\u5367\u5ba4\u6570': 2, '\u623f\u9f84': 5, '\u5730\u6bb5\u8bc4\u5206': 8},\n    {'\u9762\u79ef': 120, '\u5367\u5ba4\u6570': 3, '\u623f\u9f84': 2, '\u5730\u6bb5\u8bc4\u5206': 9},\n    {'\u9762\u79ef': 60, '\u5367\u5ba4\u6570': 1, '\u623f\u9f84': 10, '\u5730\u6bb5\u8bc4\u5206': 6}\n]\nprint(\"\u623f\u4ef7\u9884\u6d4b\u7ed3\u679c\uff1a\")\nfor i, house in enumerate(new_houses, 1):\n    predicted_price = model.predict(house)\n    print(f\"\u623f\u5b50{i}\uff1a\u9884\u6d4b\u4ef7\u683c {predicted_price:.2f} \u4e07\u5143\")\n# \u6279\u91cf\u63a8\u7406\ndef batch_predict(model, house_list):\n    \"\"\"\u6279\u91cf\u9884\u6d4b\"\"\"\n    return [model.predict(house) for house in house_list]\nbatch_prices = batch_predict(model, new_houses)\nprint(f\"\\n\u6279\u91cf\u9884\u6d4b\u7ed3\u679c\uff1a{batch_prices}\")<\/pre>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\u623f\u4ef7\u9884\u6d4b\u7ed3\u679c\uff1a\n\u623f\u5b501\uff1a\u9884\u6d4b\u4ef7\u683c 665.00 \u4e07\u5143\n\u623f\u5b502\uff1a\u9884\u6d4b\u4ef7\u683c 828.00 \u4e07\u5143\n\u623f\u5b503\uff1a\u9884\u6d4b\u4ef7\u683c 500.00 \u4e07\u5143\n\n\u6279\u91cf\u9884\u6d4b\u7ed3\u679c\uff1a[665.0, 828.0, 500.0]<\/pre>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u5e38\u89c1\u673a\u5668\u5b66\u4e60\u7f51\u7edc\u7c7b\u578b\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u578b\u7c7b\u578b<\/th><th>\u4e2d\u6587\u5168\u79f0<\/th><th>\u82f1\u6587\u7b80\u5199<\/th><th>\u6838\u5fc3\u9002\u7528\u573a\u666f<\/th><th>\u4f18\u70b9<\/th><th>\u7f3a\u70b9<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4f20\u7edf\u673a\u5668\u5b66\u4e60<\/strong><\/td><td>\u51b3\u7b56\u6811<\/td><td>DT<\/td><td>\u5206\u7c7b\u3001\u56de\u5f52\u3001\u7279\u5f81\u91cd\u8981\u6027\u5206\u6790<\/td><td>\u53ef\u89e3\u91ca\u6027\u5f3a\uff0c\u65e0\u9700\u6570\u636e\u5f52\u4e00\u5316<\/td><td>\u6613\u8fc7\u62df\u5408\uff0c\u5bf9\u566a\u58f0\u654f\u611f<\/td><\/tr><tr><td><\/td><td>\u968f\u673a\u68ee\u6797<\/td><td>RF<\/td><td>\u5206\u7c7b\u3001\u56de\u5f52\u3001\u5f02\u5e38\u68c0\u6d4b<\/td><td>\u6297\u8fc7\u62df\u5408\uff0c\u7a33\u5b9a\u6027\u9ad8<\/td><td>\u9ad8\u7ef4\u6570\u636e\u4e0b\u8ba1\u7b97\u6210\u672c\u9ad8<\/td><\/tr><tr><td><\/td><td>\u903b\u8f91\u56de\u5f52<\/td><td>LR<\/td><td>\u4e8c\u5206\u7c7b\u3001\u6982\u7387\u9884\u6d4b<\/td><td>\u8bad\u7ec3\u5feb\uff0c\u53ef\u89e3\u91ca\u6027\u5f3a<\/td><td>\u96be\u4ee5\u62df\u5408\u975e\u7ebf\u6027\u5173\u7cfb<\/td><\/tr><tr><td><\/td><td>\u652f\u6301\u5411\u91cf\u673a<\/td><td>SVM<\/td><td>\u5206\u7c7b\u3001\u9ad8\u7ef4\u5c0f\u6837\u672c\u6570\u636e<\/td><td>\u6cdb\u5316\u80fd\u529b\u5f3a\uff0c\u9002\u5408\u7279\u5f81\u7ef4\u5ea6\u9ad8\u7684\u573a\u666f<\/td><td>\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8bad\u7ec3\u6162\uff0c\u8c03\u53c2\u590d\u6742<\/td><\/tr><tr><td><\/td><td>\u6734\u7d20\u8d1d\u53f6\u65af<\/td><td>NB<\/td><td>\u6587\u672c\u5206\u7c7b\u3001\u5783\u573e\u90ae\u4ef6\u8bc6\u522b<\/td><td>\u8bad\u7ec3\u901f\u5ea6\u6781\u5feb\uff0c\u5bf9\u7f3a\u5931\u6570\u636e\u4e0d\u654f\u611f<\/td><td>\u5047\u8bbe\u7279\u5f81\u72ec\u7acb\uff0c\u5b9e\u9645\u573a\u666f\u4e2d\u53ef\u80fd\u4e0d\u6210\u7acb<\/td><\/tr><tr><td><\/td><td>XGBoost<\/td><td>XGBoost<\/td><td>\u5206\u7c7b\u3001\u56de\u5f52\u3001\u7ade\u8d5b\u7ea7\u4efb\u52a1<\/td><td>\u7cbe\u5ea6\u9ad8\uff0c\u652f\u6301\u5e76\u884c\u8ba1\u7b97\uff0c\u81ea\u5e26\u6b63\u5219\u5316<\/td><td>\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u5bf9\u8d85\u53c2\u6570\u654f\u611f<\/td><\/tr><tr><td><\/td><td>LightGBM<\/td><td>LightGBM<\/td><td>\u5927\u89c4\u6a21\u6570\u636e\u5206\u7c7b\u3001\u56de\u5f52<\/td><td>\u8bad\u7ec3\u901f\u5ea6\u5feb\uff0c\u5185\u5b58\u5360\u7528\u4f4e<\/td><td>\u5c0f\u6570\u636e\u96c6\u4e0a\u53ef\u80fd\u4e0d\u5982XGBoost\u7a33\u5b9a<\/td><\/tr><tr><td><strong>\u6df1\u5ea6\u5b66\u4e60<\/strong><\/td><td>\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/td><td>ANN<\/td><td>\u7b80\u5355\u5206\u7c7b\u3001\u56de\u5f52\u4efb\u52a1<\/td><td>\u7ed3\u6784\u7b80\u5355\uff0c\u6613\u4e8e\u7406\u89e3<\/td><td>\u96be\u4ee5\u5904\u7406\u9ad8\u7ef4\u3001\u590d\u6742\u6570\u636e<\/td><\/tr><tr><td><\/td><td>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/td><td>CNN<\/td><td>\u56fe\u50cf\u8bc6\u522b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u89c6\u9891\u5206\u6790<\/td><td>\u81ea\u52a8\u63d0\u53d6\u7a7a\u95f4\u7279\u5f81\uff0c\u53c2\u6570\u5171\u4eab<\/td><td>\u8bad\u7ec3\u9700\u8981\u5927\u91cf\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90<\/td><\/tr><tr><td><\/td><td>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc<\/td><td>RNN<\/td><td>\u5e8f\u5217\u6570\u636e\u5904\u7406\u3001\u6587\u672c\u751f\u6210<\/td><td>\u5904\u7406\u53ef\u53d8\u957f\u5ea6\u5e8f\u5217<\/td><td>\u5b58\u5728\u68af\u5ea6\u6d88\u5931\/\u7206\u70b8\u95ee\u9898\uff0c\u96be\u4ee5\u6355\u6349\u957f\u4f9d\u8d56<\/td><\/tr><tr><td><\/td><td>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc<\/td><td>LSTM<\/td><td>\u957f\u5e8f\u5217\u6587\u672c\u7ffb\u8bd1\u3001\u8bed\u97f3\u8bc6\u522b<\/td><td>\u89e3\u51b3RNN\u957f\u4f9d\u8d56\u95ee\u9898<\/td><td>\u7ed3\u6784\u590d\u6742\uff0c\u8bad\u7ec3\u901f\u5ea6\u8f83\u6162<\/td><\/tr><tr><td><\/td><td>\u95e8\u63a7\u5faa\u73af\u5355\u5143<\/td><td>GRU<\/td><td>\u5e8f\u5217\u6570\u636e\u5904\u7406\u3001\u60c5\u611f\u5206\u6790<\/td><td>\u6bd4LSTM\u7ed3\u6784\u7b80\u5355\uff0c\u8bad\u7ec3\u66f4\u5feb<\/td><td>\u957f\u5e8f\u5217\u573a\u666f\u4e0b\u6027\u80fd\u7565\u900a\u4e8eLSTM<\/td><\/tr><tr><td><\/td><td>\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/td><td>GAN<\/td><td>\u56fe\u50cf\u751f\u6210\u3001\u98ce\u683c\u8fc1\u79fb\u3001\u6570\u636e\u589e\u5f3a<\/td><td>\u751f\u6210\u6570\u636e\u8d28\u91cf\u9ad8\uff0c\u591a\u6837\u6027\u5f3a<\/td><td>\u8bad\u7ec3\u4e0d\u7a33\u5b9a\uff0c\u5bb9\u6613\u6a21\u5f0f\u5d29\u6e83<\/td><\/tr><tr><td><\/td><td>Transformer<\/td><td>Transformer<\/td><td>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u591a\u6a21\u6001\u4efb\u52a1<\/td><td>\u5e76\u884c\u8ba1\u7b97\u6548\u7387\u9ad8\uff0c\u6355\u6349\u957f\u4f9d\u8d56\u80fd\u529b\u5f3a<\/td><td>\u8ba1\u7b97\u6210\u672c\u9ad8\uff0c\u5c0f\u6570\u636e\u96c6\u4e0a\u6613\u8fc7\u62df\u5408<\/td><\/tr><tr><td><\/td><td>\u81ea\u7f16\u7801\u5668<\/td><td>AE<\/td><td>\u6570\u636e\u538b\u7f29\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u7279\u5f81\u63d0\u53d6<\/td><td>\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u7ed3\u6784\u7b80\u5355<\/td><td>\u751f\u6210\u6570\u636e\u8d28\u91cf\u901a\u5e38\u4f4e\u4e8eGAN<\/td><\/tr><tr><td><\/td><td>\u56fe\u795e\u7ecf\u7f51\u7edc<\/td><td>GNN<\/td><td>\u793e\u4ea4\u7f51\u7edc\u5206\u6790\u3001\u5206\u5b50\u7ed3\u6784\u9884\u6d4b<\/td><td>\u5904\u7406\u56fe\u7ed3\u6784\u6570\u636e\uff0c\u6316\u6398\u8282\u70b9\u5173\u7cfb<\/td><td>\u8bad\u7ec3\u96be\u5ea6\u5927\uff0c\u5bf9\u56fe\u7ed3\u6784\u9884\u5904\u7406\u8981\u6c42\u9ad8<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00\u200b\ud83d\udd16 \u5b66\u4e60\u673a\u5668\u5b66\u4e60\u5c31\u50cf\u5b66\u4e60\u4e00\u95e8\u65b0\u8bed\u8a00\uff0c\u9700\u8981\u5148\u638c\u63e1\u57fa\u672c\u8bcd\u6c47\u3002\u8fd9\u4e9b\u672f\u8bed\u6784\u6210\u4e86\u673a\u5668\u5b66\u4e60\u7684&#8221;\u8bed\u8a00\u7cfb\u7edf&#038; [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20053"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20053"}],"version-history":[{"count":3,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20053\/revisions"}],"predecessor-version":[{"id":20064,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/20053\/revisions\/20064"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20053"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}