{"id":31794,"date":"2025-09-25T15:53:53","date_gmt":"2025-09-25T07:53:53","guid":{"rendered":"https:\/\/aicats.wiki\/?p=31794"},"modified":"2025-09-25T15:53:53","modified_gmt":"2025-09-25T07:53:53","slug":"%e9%ab%98%e6%96%af%e5%88%86%e4%bd%88%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f%e4%b8%80%e6%96%87%e4%ba%86%e8%a7%a3%e6%87%89%e7%94%a8%e5%a0%b4%e6%99%af%e3%80%81%e5%85%ac%e5%bc%8f%e6%8e%a8%e5%b0%8e%e5%8f%8a","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/09\/25\/31794-html","title":{"rendered":"\u9ad8\u65af\u5206\u4f48\u662f\u4ec0\u9ebc\uff1f\u4e00\u6587\u4e86\u89e3\u61c9\u7528\u5834\u666f\u3001\u516c\u5f0f\u63a8\u5c0e\u53ca\u5e38\u898b\u8ff7\u601d\u89e3\u6790"},"content":{"rendered":"\n<p><strong>\u9ad8\u65af\u5206\u5e03<\/strong>\uff08\u53c8\u79f0\u6b63\u6001\u5206\u5e03\uff09\u662f\u7edf\u8ba1\u5b66\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\u6700\u57fa\u7840\u4e14\u5e7f\u6cdb\u5e94\u7528\u7684<a href=\"https:\/\/aicats.wiki\/2025\/09\/24\/49398.html\" title=\"Swin Transformer \u6df1\u5ea6\u89e3\u6790\uff1a2025 \u5e74\u6700\u65b0\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u5fc5\u9009\u6a21\u578b\u4f18\u52bf\u8be6\u89e3\">\u6982\u7387\u6a21\u578b<\/a>\uff0c\u5176\u201c\u949f\u578b\u66f2\u7ebf\u201d\u63cf\u8ff0\u4e86\u4f17\u591a\u81ea\u7136\u73b0\u8c61\u4e0e\u793e\u4f1a\u6570\u636e\u7684\u5206\u5e03\u89c4\u5f8b\u3002\u672c\u6587\u4ee5\u65b0\u95fb\u6df1\u5ea6\u62a5\u9053\u89d2\u5ea6\uff0c\u7cfb\u7edf\u89e3\u6790\u9ad8\u65af\u5206\u5e03\u7684\u57fa\u672c\u539f\u7406\u3001\u6570\u5b66\u516c\u5f0f\u3001\u7ecf\u5178\u5e94\u7528\u573a\u666f\u4e0e\u884c\u4e1a\u8bef\u533a\uff0c\u5e76\u7ed3\u5408\u4e13\u5bb6\u89c2\u70b9\u548c\u5b9e\u9645\u6848\u4f8b\uff0c\u5e2e\u52a9\u4f60\u5168\u9762\u638c\u63e1\u9ad8\u65af\u5206\u5e03\u5728\u5f53\u4eca<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u3001\u91d1\u878d\u3001\u5de5\u4e1a\u4e2d\u7684\u6838\u5fc3\u4ef7\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"330\" height=\"211\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-796.png\" alt=\"\u9ad8\u65af\u5206\u5e03\u662f\u4ec0\u4e48\uff1f\u4e00\u6587\u4e86\u89e3\u5e94\u7528\u573a\u666f\u3001\u516c\u5f0f\u63a8\u5bfc\u53ca\u5e38\u89c1\u8bef\u533a\u89e3\u6790\" class=\"wp-image-50142\" style=\"width:799px;height:auto\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u65af\u5206\u5e03\u57fa\u672c\u6982\u5ff5\u4e0e\u516c\u5f0f\u63a8\u5bfc<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u9ad8\u65af\u5206\u5e03\u662f\u4ec0\u4e48\uff1f\u5b9a\u4e49\u4e0e\u7279\u70b9<\/h3>\n\n\n\n<p><strong>\u9ad8\u65af\u5206\u5e03<\/strong>\uff0c\u53c8\u79f0\u201c\u6b63\u6001\u5206\u5e03\u201d\uff08Normal Distribution\uff09\uff0c\u662f\u6982\u7387\u8bba\u548c\u7edf\u8ba1\u5b66\u4e2d\u6781\u4e3a\u91cd\u8981\u7684\u8fde\u7eed\u578b\u5206\u5e03\uff0c\u5176\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u5448\u6807\u51c6\u201c<strong>\u949f\u578b\u66f2\u7ebf<\/strong>\u201d\uff0c\u5de6\u53f3\u5bf9\u79f0\uff0c\u5747\u503c\u5904\u53d6\u6700\u5927\u6982\u7387\u3002\u547d\u540d\u6765\u6e90\u4e8e\u5fb7\u56fd\u6570\u5b66\u5bb6\u5361\u5c14\u00b7\u5f17\u91cc\u5fb7\u91cc\u5e0c\u00b7\u9ad8\u65af\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5206\u5e03\u7c7b\u578b<\/th><th>\u53c2\u6570<\/th><th>\u66f2\u7ebf\u5f62\u72b6<\/th><th>\u4ee3\u8868\u610f\u4e49<\/th><\/tr><\/thead><tbody><tr><td>\u9ad8\u65af\u5206\u5e03\/\u6b63\u6001\u5206\u5e03<\/td><td>\u5747\u503c\u03bc\u3001\u6807\u51c6\u5dee\u03c3<\/td><td>\u949f\u578b\u5bf9\u79f0<\/td><td>\u591a\u79cd\u81ea\u7136\u4e0e\u793e\u4f1a\u73b0\u8c61\u7684\u6570\u5b66\u6a21\u578b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u5b66\u5386\u7a0b\uff1a\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u63a8\u5bfc<\/h3>\n\n\n\n<p>\u4e00\u7ef4\u9ad8\u65af\u5206\u5e03\uff08\u6b63\u6001\u5206\u5e03\uff09\u7684\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u4e3a\uff1a<\/p>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-preformatted\">$\nf(x) = \\frac{1}{\\sigma\\sqrt{2\\pi}}  \\exp\\left( -\\frac{(x-\\mu)^2}{2\\sigma^2} \\right)\n$\n<\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u03bc\uff08\u5747\u503c\uff09<\/strong>\uff1a\u51b3\u5b9a\u5206\u5e03\u7684\u4e2d\u5fc3\u3002<\/li>\n\n\n\n<li><strong>\u03c3\uff08\u6807\u51c6\u5dee\uff09<\/strong>\uff1a\u51b3\u5b9a\u5206\u5e03\u5bbd\u7a84\uff0c\u03c3\u8d8a\u5c0f\u66f2\u7ebf\u8d8a\u9ad8\u8d8a\u7a84\uff0c\u03c3\u8d8a\u5927\u5219\u8d8a\u5e73\u5766\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u03bc=0\u3001\u03c3=1\u65f6\uff0c\u79f0\u4e3a<strong>\u6807\u51c6\u6b63\u6001\u5206\u5e03<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" width=\"1558\" height=\"960\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-424.png\" alt=\"\u6b63\u6001\u5206\u5e03\" class=\"wp-image-50151\" style=\"width:902px;height:auto\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u6b63\u6001\u5206\u5e03<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6807\u51c6\u6b63\u6001\u5206\u5e03\u4e0e\u6570\u636e\u8986\u76d6\u7387<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ea668.27%\u7684\u6570\u636e\u5728[\u03bc\u2212\u03c3, \u03bc+\u03c3]\u8303\u56f4\u5185\uff1b<\/li>\n\n\n\n<li>\u7ea695.45%\u5728[\u03bc\u22122\u03c3, \u03bc+2\u03c3]\uff1b<\/li>\n\n\n\n<li>\u7ea699.73%\u5728[\u03bc\u22123\u03c3, \u03bc+3\u03c3]\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6807\u51c6\u5dee\u8303\u56f4<\/th><th>\u8986\u76d6\u6bd4\u4f8b<\/th><\/tr><\/thead><tbody><tr><td>[\u03bc\u2212\u03c3, \u03bc+\u03c3]<\/td><td>\u7ea668.27%<\/td><\/tr><tr><td>[\u03bc\u22122\u03c3, \u03bc+2\u03c3]<\/td><td>\u7ea695.45%<\/td><\/tr><tr><td>[\u03bc\u22123\u03c3, \u03bc+3\u03c3]<\/td><td>\u7ea699.73%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u5143\u9ad8\u65af\u5206\u5e03<\/h3>\n\n\n\n<p>\u5f53\u591a\u4e2a\u53d8\u91cf\u8054\u5408\u670d\u4ece\u9ad8\u65af\u5206\u5e03\u65f6\uff0c\u91c7\u7528<strong>\u591a\u5143\u9ad8\u65af\u5206\u5e03<\/strong>\uff1a<\/p>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-preformatted\">$\nf(\\mathbf{x}) = \\frac{1}{ (2\\pi)^{k\/2}|\\Sigma|^{1\/2}} \\exp\\left(-\\frac{1}{2}(\\mathbf{x}-\\mu)^T \\Sigma^{-1} (\\mathbf{x}-\\mu) \\right)\n$\n<\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"504\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-425.png\" alt=\"\u591a\u5143\u9ad8\u65af\u5206\u5e03\" class=\"wp-image-50154\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u591a\u5143\u9ad8\u65af\u5206\u5e03<\/figcaption><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u03a3<\/strong>\u4e3a\u534f\u65b9\u5dee\u77e9\u9635\uff0ck\u4e3a\u7ef4\u6570<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u65af\u5206\u5e03\u7684\u5e94\u7528\u573a\u666f\u5927\u76d8\u70b9<\/h2>\n\n\n\n<p><strong>\u4e2d\u5fc3\u6781\u9650\u5b9a\u7406<\/strong>\u89e3\u91ca\u4e86\u9ad8\u65af\u5206\u5e03\u4e3a\u4f55\u201c\u65e0\u5904\u4e0d\u5728\u201d\uff0c\u53ea\u8981\u72ec\u7acb\u540c\u5206\u5e03\u53d8\u91cf\u6837\u672c\u8db3\u591f\u5927\uff0c\u5176\u548c\u6216\u5747\u503c\u8d8b\u4e8e\u9ad8\u65af\u5206\u5e03\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e94\u7528\u573a\u666f<\/th><th>\u5173\u952e\u4f5c\u7528<\/th><th>\u884c\u4e1a\u4ee3\u8868<\/th><\/tr><\/thead><tbody><tr><td>\u6d4b\u91cf\u8bef\u5dee\u5206\u6790<\/td><td>\u63cf\u8ff0\u89c2\u6d4b\u8bef\u5dee\u5206\u5e03<\/td><td>\u7269\u7406\u3001\u5929\u6587<\/td><\/tr><tr><td>\u8d28\u91cf\u63a7\u5236<\/td><td>\u9884\u6d4b\u4ea7\u54c1\u504f\u5dee\u5206\u5e03<\/td><td>\u5de5\u4e1a\u4ea7\u7ebf<\/td><\/tr><tr><td>\u8003\u8bd5\u6210\u7ee9\u6392\u5e8f<\/td><td>\u8003\u751f\u6210\u7ee9\u5206\u5e03<\/td><td>\u6559\u80b2<\/td><\/tr><tr><td>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/td><td>\u53c2\u6570\u521d\u59cb\u5316<\/td><td>\u4eba\u5de5\u667a\u80fd<\/td><\/tr><tr><td>\u98ce\u9669\u7ba1\u7406<\/td><td>\u91d1\u878d\u8d44\u4ea7\u6ce2\u52a8<\/td><td>\u91d1\u878d<\/td><\/tr><tr><td>\u56fe\u50cf\u5904\u7406<\/td><td>\u9ad8\u65af\u6a21\u7cca\/\u6ee4\u6ce2<\/td><td>\u6570\u5b57\u5f71\u50cf<\/td><\/tr><tr><td>\u65b0\u836f\u5b9e\u9a8c\u7edf\u8ba1<\/td><td>\u53cd\u5e94\u3001\u6bd2\u526f\u4f5c\u7528\u5206\u5e03<\/td><td>\u533b\u836f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u8d28\u91cf\u68c0\u6d4b\uff1a\u5de5\u4e1a\u6807\u51c6\u4e0e\u81ea\u52a8\u5316<\/h3>\n\n\n\n<p>\u9ad8\u65af\u5206\u5e03\u7528\u4e8e\u8bc4\u4f30\u4ea7\u54c1\u6307\u6807\uff08\u5982\u5c3a\u5bf8\u3001\u91cd\u91cf\uff09\u662f\u5426\u5728\u53ef\u63a5\u53d7\u8303\u56f4\u3002\u4f8b\u5982\u87ba\u4e1d\u957f\u5ea6\u03bc=10mm\uff0c\u03c3=0.05mm\uff0c\u53ef\u8bbe\u7f6e\u6807\u51c6\u8b66\u6212\u7ebf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6559\u80b2\u8bc4\u5206\uff1a\u66f2\u7ebf\u8bc4\u5b9a\u6cd5<\/h3>\n\n\n\n<p>\u5927\u578b\u8003\u8bd5\uff08\u5982\u9ad8\u8003\uff09\u5e38\u5047\u5b9a\u6210\u7ee9\u5448\u9ad8\u65af\u5206\u5e03\uff0c\u901a\u8fc7\u7edf\u8ba1\u53c2\u6570\u6838\u7b97\u5404\u5206\u6bb5\u8d4b\u503c\uff0c\u4ee5\u51cf\u5c11\u6781\u7aef\u5206\u6570\u5e26\u6765\u7684\u8bc4\u4ef7\u8bef\u5bfc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eba\u5de5\u667a\u80fd\u4e0e\u6df1\u5ea6\u5b66\u4e60<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u795e\u7ecf\u7f51\u7edc\u6743\u91cd\u521d\u59cb\u5316<\/strong>\uff08\u5982PyTorch\u3001TensorFlow\u7684normal\u968f\u673a\u51fd\u6570\uff09<\/li>\n\n\n\n<li>GAN\/VAE\u4e2d\u566a\u58f0\u6837\u672c\u751f\u6210<\/li>\n\n\n\n<li>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e2d\u7684\u53c2\u6570\u6700\u5927\u4f3c\u7136\u4f30\u8ba1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u9884\u5904\u7406\u4e0e\u5f02\u5e38\u68c0\u6d4b<\/h3>\n\n\n\n<p>\u5728\u91d1\u878d\u3001\u7f51\u7edc\u5b89\u5168\u7b49\u884c\u4e1a\uff0c\u82e5\u6570\u636e\u670d\u4ece\u9ad8\u65af\u5206\u5e03\uff0c\u5219\u8d85\u51fa[\u03bc\u00b13\u03c3]\u7684\u70b9\u6781\u6709\u53ef\u80fd\u662f\u5f02\u5e38\uff0c\u9700\u91cd\u70b9\u5173\u6ce8\u6216\u5254\u9664\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u65af\u5206\u5e03\u7684\u5e38\u89c1\u8bef\u533a\u63ed\u79d8<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e38\u89c1\u8bef\u533a<\/th><th>\u771f\u76f8\u89e3\u8bfb<\/th><\/tr><\/thead><tbody><tr><td>\u6240\u6709\u81ea\u7136\u73b0\u8c61\u90fd\u662f\u9ad8\u65af\u5206\u5e03<\/td><td>\u6781\u7aef\u5982\u91d1\u878d\u5371\u673a\u7b49\u7ecf\u5e38\u504f\u79bb\u9ad8\u65af\uff0c\u5448\u73b0\u201c\u80d6\u5c3e\u201d\u73b0\u8c61<\/td><\/tr><tr><td>\u6807\u51c6\u5dee\u5373\u6781\u9650\u53d6\u503c\u8303\u56f4<\/td><td>\u867d3\u03c3\u8986\u76d6\u8fbe99.7%\uff0c\u4f46\u6781\u7aef\u503c\u4f9d\u7136\u53ef\u80fd\u51fa\u73b0<\/td><\/tr><tr><td>\u5747\u503c\u5373\u4f17\u6570<\/td><td>\u504f\u6001\u5206\u5e03\u65f6\u5747\u503c\u4e0e\u4f17\u6570\u53ef\u80fd\u4e0d\u4e00\u81f4<\/td><\/tr><tr><td>\u6807\u51c6\u5dee\u80fd\u523b\u753b\u5168\u90e8\u7279\u5f81<\/td><td>\u591a\u5cf0\u3001\u539a\u5c3e\u6216\u504f\u6001\u65f6\u9700\u66f4\u9ad8\u9636\u7edf\u8ba1\u91cf\uff0c\u5982\u504f\u5ea6\u3001\u5cf0\u5ea6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>AI\u5de5\u5177\u63a8\u8350\uff1a<\/strong>\u81ea\u52a8\u68c0\u5b9a\u6570\u636e\u6b63\u6001\u6027\uff0c\u53ef\u4f7f\u7528<a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.stats.diagnostic.normal_ad.html\" target=\"_blank\" rel=\"noopener\" rel=\"nofollow noopener\"  class=\"external\" >Statistical Tests AI<\/a>\u6279\u91cf\u505aShapiro-Wilk\u6216Anderson-Darling\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1792\" height=\"1016\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-426.png\" alt=\"Statistical Tests AI\" class=\"wp-image-50157\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.stats.diagnostic.normal_ad.html\" target=\"_blank\" rel=\"noopener\" rel=\"nofollow noopener\"  class=\"external\" >Statistical Tests AI<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u884c\u4e1a\u4e13\u5bb6\u89c2\u70b9\uff1a\u9ad8\u65af\u5206\u5e03\u7684\u65f6\u4ee3\u4ef7\u503c<\/h2>\n\n\n\n<p>\u77e5\u540d\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6\u4f55\u6559\u6388\u8868\u793a\uff1a\u201c<strong>\u9ad8\u65af\u5206\u5e03\u65e9\u5df2\u5d4c\u5165\u79d1\u5b66\u8ba1\u91cf\u3001\u91d1\u878d\u3001\u667a\u80fd\u8bca\u65ad\u3001\u56fe\u50cf\u8bc6\u522b\u7b49\u6bcf\u4e00\u73af\u8282\u3002\u968f\u7740\u6570\u636e\u91cf\u589e\u5927\u4e0e\u7b97\u6cd5\u4f18\u5316\uff0c\u6b63\u786e\u9009\u7528\u5206\u5e03\u5047\u8bbe\u4e0e\u9632\u8303\u5f02\u5e38\u5c24\u4e3a\u91cd\u8981\u3002<\/strong>\u201d\u5fcc\u76f2\u76ee\u4f9d\u8d56\u9ad8\u65af\u5047\u8bbe\uff0c\u5efa\u8bae\u7ed3\u5408\u504f\u5ea6\u539a\u5c3e\u7b49\u654f\u611f\u68c0\u9a8c\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9ad8\u65af\u5206\u5e03\u76f8\u5173\u7b97\u5f0f\u4e0eAI\u5e73\u53f0\u6574\u7406<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u573a\u666f<\/th><th>\u5efa\u8bae\u7b97\u5f0f\/\u5de5\u5177<\/th><th>\u5b98\u65b9\u5e73\u53f0<\/th><\/tr><\/thead><tbody><tr><td>\u68c0\u6d4b\u6b63\u6001\u6027<\/td><td>Shapiro-Wilk, K-S\u68c0\u9a8c<\/td><td><a href=\"https:\/\/scikit-learn.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >scikit-learn<\/a><\/td><\/tr><tr><td>\u53c2\u6570\u4f30\u8ba1<\/td><td>\u6700\u5927\u4f3c\u7136\u4f30\u8ba1MLE<\/td><td><a href=\"https:\/\/scipy.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >SciPy<\/a><\/td><\/tr><tr><td>\u6570\u636e\u6807\u51c6\u5316<\/td><td>z-score\u5f52\u4e00\u5316<\/td><td><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.preprocessing.StandardScaler.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >sklearn.preprocessing<\/a><\/td><\/tr><tr><td>\u5f02\u5e38\u68c0\u6d4b<\/td><td>3\u03c3\u89c4\u5219\u6807\u8bb0outlier<\/td><td><a href=\"https:\/\/www.kdnuggets.com\/2020\/03\/best-python-libraries-anomaly-detection.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >AnomalyDetection AI<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5a92\u4f53\u6848\u4f8b\u8ffd\u8e2a\uff1a\u73b0\u5b9e\u4e2d\u7684\u9ad8\u65af\u5206\u5e03<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b1\uff1a\u91d1\u878d\u98ce\u9669\u7ba1\u7406\u5931\u8bef<\/h3>\n\n\n\n<p>\u67d0\u56fd\u9645\u94f6\u884c\u4ec5\u7528\u9ad8\u65af\u5206\u5e03\u4f30\u7b97\u4e8f\u635f\u98ce\u9669\uff0c\u5ffd\u7565\u201c\u80d6\u5c3e\u201d\uff0c\u57282008\u5e74\u6b21\u8d37\u5371\u673a\u9020\u6210\u5de8\u91cf\u635f\u5931\uff0c\u6210\u4e3a\u6b63\u6001\u5047\u8bbe\u7684\u53cd\u601d\u6848\u4f8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1881\" height=\"996\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-427.png\" alt=\"\u91d1\u878d\u98ce\u9669\u7ba1\u7406\u5931\u8bef\" class=\"wp-image-50160\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/medium.com\/%40marketsinmotion\/the-fallacies-of-fat-tailed-distributions-825645e5e97e\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u91d1\u878d\u98ce\u9669\u7ba1\u7406\u5931\u8bef<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b2\uff1a\u5de5\u4e1a\u81ea\u52a8\u5316\u751f\u4ea7<\/h3>\n\n\n\n<p>\u4e30\u7530\u6c7d\u8f66\u6bcf\u9053\u5de5\u5e8f\u7528\u9ad8\u65af\u5206\u5e03\u8bbe\u5b9a\u8b66\u793a\u8fb9\u754c\uff0c\u7cbe\u51c6\u7ba1\u63a7\u54c1\u8d28\u5e76\u63d0\u524d\u53d1\u73b0\u8bbe\u5907\u6545\u969c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1857\" height=\"1001\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-428.jpg\" alt=\"\u5de5\u4e1a\u81ea\u52a8\u5316\u751f\u4ea7\" class=\"wp-image-50161\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/michelbaudin.com\/2024\/03\/05\/process-control-and-gaussians\/?utm_source=chatgpt.com\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5de5\u4e1a\u81ea\u52a8\u5316\u751f\u4ea7<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6848\u4f8b3\uff1aAI\u56fe\u50cf\u5904\u7406<\/h3>\n\n\n\n<p>\u9ad8\u65af\u6a21\u7cca\u662f\u964d\u566a\u5e38\u7528\u7b97\u6cd5\uff0c\u5982OpenCV\u7684<code>cv2.GaussianBlur<\/code>\u5728\u53bb\u9664\u56fe\u50cf\u9ad8\u9891\u566a\u58f0\u3001\u63d0\u5347\u8fb9\u7f18\u68c0\u6d4b\u7a33\u5b9a\u6027\u65b9\u9762\u6548\u679c\u7a81\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1881\" height=\"996\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/09\/image-428.png\" alt=\"AI\u56fe\u50cf\u5904\u7406\" class=\"wp-image-50164\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/docs.opencv.org\/4.x\/d4\/d13\/tutorial_py_filtering.html?utm_source=chatgpt.com\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >AI\u56fe\u50cf\u5904\u7406<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u77e5\u8bc6\u5feb\u95ee\u5feb\u7b54<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u95ee\u9898<\/th><th>\u7b54\u6848<\/th><\/tr><\/thead><tbody><tr><td>\u5982\u4f55\u5224\u5b9a\u6570\u636e\u662f\u5426\u662f\u9ad8\u65af\u5206\u5e03?<\/td><td>\u53ef\u753b\u76f4\u65b9\u56fe\u3001\u6982\u7387\u7eb8\u3001QQ\u56fe\uff1b\u8f85\u4ee5\u6b63\u6001\u68c0\u9a8c<\/td><\/tr><tr><td>\u5c0f\u6837\u672c\u9002\u5408\u9ad8\u65af\u5206\u5e03\u5417\uff1f<\/td><td>\u6837\u672c\u91cf\u592a\u5c0f\u7ed3\u679c\u4e0d\u53ef\u9760\uff0c\u5efa\u8baen&gt;30\u4ee5\u4e0a<\/td><\/tr><tr><td>\u591a\u7279\u5f81\u6570\u636e\u80fd\u7528\u4e00\u7ef4\u9ad8\u65af\u5206\u5e03\u5417\uff1f<\/td><td>\u5efa\u8bae\u591a\u5143\u9ad8\u65af\u63cf\u8ff0\u7279\u5f81\u95f4\u8054\u7cfb<\/td><\/tr><tr><td>\u6807\u51c6\u5dee\u5f88\u5927\u6709\u4f55\u98ce\u9669\uff1f<\/td><td>\u6ce2\u52a8\u5927\u3001\u5f02\u5e38\u591a\uff0c\u9700\u52a0\u5f3a\u5f02\u5e38\u70b9\u76d1\u63a7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u6570\u5b57\u667a\u80fd\u65f6\u4ee3\uff0c<strong>\u9ad8\u65af\u5206\u5e03<\/strong>\u7684\u6838\u5fc3\u4ef7\u503c\u5df2\u8fdc\u8d85\u7edf\u8ba1\u5b66\uff0c\u8d2f\u7a7f\u4eba\u5de5\u667a\u80fd\u3001\u5de5\u4e1a\u3001\u98ce\u63a7\u7b49\u5173\u952e\u9886\u57df\u3002<strong>\u79d1\u5b66\u7406\u89e3\u5176\u672c\u8d28\u4e0e\u8fb9\u754c\u662f\u6bcf\u4f4d\u6570\u636e\u4ece\u4e1a\u8005\u7684\u5fc5\u4fee\u8bfe<\/strong>\uff01<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9ad8\u65af\u5206\u5e03\uff08\u53c8\u79f0\u6b63\u6001\u5206\u5e03\uff09\u662f\u7edf\u8ba1\u5b66\u548c\u6570\u636e\u79d1\u5b66\u9886\u57df\u6700\u57fa\u7840\u4e14\u5e7f\u6cdb\u5e94\u7528\u7684\u6982\u7387\u6a21\u578b\uff0c\u5176\u201c\u949f\u578b\u66f2\u7ebf\u201d\u63cf\u8ff0\u4e86\u4f17\u591a\u81ea\u7136\u73b0\u8c61\u4e0e\u793e [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[317],"tags":[247,1011,1202,364,268],"content_visibility":[262],"class_list":["post-31794","post","type-post","status-publish","format-standard","hentry","category-ai-primers-tutorials","tag-ai"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/31794","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=31794"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/31794\/revisions"}],"predecessor-version":[{"id":50167,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/31794\/revisions\/50167"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=31794"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=31794"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=31794"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=31794"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}