{"id":33872,"date":"2025-08-25T16:49:11","date_gmt":"2025-08-25T08:49:11","guid":{"rendered":"https:\/\/aicats.wiki\/?p=33872"},"modified":"2025-08-25T16:49:11","modified_gmt":"2025-08-25T08:49:11","slug":"%e9%81%8e%e6%93%ac%e5%90%88%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f%e5%a6%82%e4%bd%95%e6%9c%89%e6%95%88%e9%81%bf%e5%85%8d%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e9%81%8e%e6%93%ac%e5%90%88%e5%b0%8e%e8%87%b4","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/25\/33872-html","title":{"rendered":"\u904e\u64ec\u5408\u662f\u4ec0\u9ebc\uff1f\u5982\u4f55\u6709\u6548\u907f\u514d\u6a5f\u5668\u5b78\u904e\u64ec\u5408\u5c0e\u81f4\u6a21\u578b\u5931\u6548\uff08\u96445\u5927\u5be6\u7528\u5c0d\u7b56\uff09"},"content":{"rendered":"<p><strong>\u904e\u64ec\u5408\uff08Overfitting\uff09\u662f\u7576\u524d<a href=\"https:\/\/aicats.wiki\/tw\/2025\/08\/16\/32188-html\/\" title=\"ai\u4eba\u5de5\u667a\u80fd\u5b78\u6821\u63a8\u85a6\uff1a2025\u5e74\u503c\u5f97\u95dc\u6ce8\u768410\u6240AI\u6559\u80b2\u6a5f\u69cb\u6e05\u55ae\">\u6a5f\u5668\u5b78\u7fd2\u9818\u57df<\/a>\u7684\u6838\u5fc3\u96e3\u984c\uff0c\u610f\u6307\u6a21\u578b\u904e\u5ea6\u8cbc\u5408\u8a13\u7df4\u6578\u64da\uff0c\u964d\u4f4e\u5c0d\u65b0\u6578\u64da\u9810\u6e2c\u80fd\u529b\u3002<\/strong>\u96a8\u8457<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5728\u91ab\u7642\u3001\u91d1\u878d\u3001\u96fb\u5546\u7b49\u7522\u696d\u65e5\u76ca\u666e\u53ca\uff0c\u904e\u64ec\u5408\u4e0d\u50c5\u5f71\u97ff\u6c7a\u7b56\u6e96\u78ba\uff0c\u56b4\u91cd\u6703\u5e36\u4f86\u91cd\u5927\u98a8\u96aa\u3002<\/p>\n\n\n\n<p><strong>\u672c\u7bc7\u5c07\u8a73\u6790\u904e\u64ec\u5408\u5fb5\u5146\u3001\u6210\u56e0\u3001\u6aa2\u6e2c\u65b9\u6cd5\uff0c\u4e26\u7cfb\u7d71\u6574\u7406\u4e94\u5927\u6709\u6548\u9632\u6cbb\u5c0d\u7b56\uff08\u5982\u6b63\u5247\u5316\u3001\u4ea4\u53c9\u9a57\u8b49\u3001\u6a21\u578b\u7c21\u5316\u3001\u6578\u64da\u64f4\u589e\u3001\u63d0\u524d\u505c\u6b62\uff09\uff0c\u540c\u6642\u63a8\u85a6\u4e3b\u6d41AI\u5de5\u5177\uff0c\u52a9\u60a8\u7262\u7262\u638c\u63a7\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff01<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-707.jpg\" alt=\"\u904e\u64ec\u5408\u662f\u4ec0\u9ebc\uff1f\u5982\u4f55\u6709\u6548\u907f\u514d\u6a5f\u5668\u5b78\u904e\u64ec\u5408\u5c0e\u81f4\u6a21\u578b\u5931\u6548\uff08\u96445\u5927\u5be6\u7528\u5c0d\u7b56\uff09\" class=\"wp-image-36396\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4ec0\u9ebc\u662f\u904e\u64ec\u5408\uff1f AI\u6a21\u578b\u6548\u80fd\u7684\u6838\u5fc3\u5a01\u8105<\/strong><\/h2>\n\n\n\n<p>\u5728\u6a5f\u5668\u5b78\u7fd2\u8207\u4eba\u5de5\u667a\u6167\u9818\u57df\uff0c<strong>\u904e\u64ec\u5408\uff08Overfitting\uff09<\/strong>\u662f\u5c08\u696d\u4eba\u54e1\u53cd\u590d\u8b66\u89ba\u7684\u91cd\u8981\u95dc\u9375\u8a5e\u3002\u7576\u4e00\u500b\u6a21\u578b<strong>\u592a\u904e\u8cbc\u5408\u8a13\u7df4\u8cc7\u6599\u7d30\u7bc0\uff0c\u5931\u53bb\u5c0d\u65b0\u8cc7\u6599\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\uff0c\u5c31\u6703\u9020\u6210\u73fe\u5be6\u61c9\u7528\u4e2d\u9810\u6e2c\u5931\u6548\u3002\u4f8b\u5982\uff0c\u8a13\u7df4\u8cc7\u6599\u6e96\u78ba\u7387\u9ad8\u905495%\uff0c\u4f46\u9762\u5c0d\u65b0\u74b0\u5883\u6642\u9810\u6e2c\u8868\u73fe\u6025\u5287\u4e0b\u6ed1\u3002<\/p>\n\n\n\n<p>\u96a8\u8457AI\u61c9\u7528\u65bc\u91ab\u7642\u3001\u91d1\u878d\u3001\u96fb\u5546\u3001\u88fd\u9020\u696d\uff0c<strong>\u904e\u64ec\u5408\u98a8\u96aa\u6703\u8b93\u4f01\u696d\u8aa4\u5224\u5c40\u52e2\uff0c\u7522\u51fa\u932f\u8aa4\u6c7a\u7b56\uff0c\u751a\u81f3\u9020\u6210\u5b89\u5168\u53ca\u5408\u898f\u554f\u984c<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u904e\u64ec\u5408\u73fe\u8c61\u89c0\u5bdf\u8207\u6210\u56e0\u5206\u6790<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u904e\u64ec\u5408\u7684\u5fb5\u5146\u8207\u6a21\u578b\u8a55\u4f30<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a13\u7df4\u96c6\u8868\u73fe\u6975\u4f73\u3001\u9a57\u8b49\u96c6\/\u6e2c\u8a66\u96c6\u8868\u73fe\u660e\u986f\u8b8a\u5dee<\/strong><\/li>\n\n\n\n<li>\u65b0\u6578\u64da\u9810\u6e2c\u5dee\u932f\u986f\u8457\u589e\u52a0<\/li>\n\n\n\n<li>\u6a21\u578b\u5c0d\u96dc\u8a0a\u3001\u4f8b\u5916\u60c5\u5f62\u975e\u5e38\u654f\u611f<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u904e\u64ec\u5408\u73fe\u8c61<\/th><th>\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>\u8a13\u7df4\u6e96\u78ba\u7387\u9ad8<\/td><td>\u8a13\u7df4\u96c6\u63a5\u8fd1\u5b8c\u7f8e\u9810\u6e2c<\/td><\/tr><tr><td>\u6e2c\u8a66\u6e96\u78ba\u7387\u4f4e<\/td><td>\u65b0\u6578\u64da\u9810\u6e2c\u8f03\u5dee<\/td><\/tr><tr><td>\u6b0a\u91cd\u53c3\u6578\u904e\u5927<\/td><td>\u5927\u91cf\u53c3\u6578\u5b78\u7fd2\u8cc7\u6599\u7d30\u7bc0<\/td><\/tr><tr><td>\u6a21\u578b\u904e\u65bc\u8907\u96dc<\/td><td>\u5931\u53bb\u6cdb\u5316\u3001\u53ea\u8a18\u96dc\u8a0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6210\u56e0\u89e3\u6790<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u8907\u96dc\u5ea6\u904e\u9ad8<\/strong>\uff1a\u5982\u6df1\u5c64\u795e\u7d93\u7db2\u7d61\u3001\u904e\u591a\u53c3\u6578<\/li>\n\n\n\n<li><strong>\u6578\u64da\u91cf\u6216\u591a\u6a23\u6027\u4e0d\u8db3<\/strong><\/li>\n\n\n\n<li>\u6a19\u8a3b\u6709\u8aa4\u6216\u8cc7\u6599\u96dc\u8a0a\u904e\u591a<\/li>\n\n\n\n<li>\u8a13\u7df4\u8fed\u4ee3\u904e\u9577\uff0c\u8a18\u4f4f\u7d30\u679d\u672b\u7bc0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6aa2\u6e2c\u904e\u64ec\u5408\u7684\u5e38\u898b\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6aa2\u6e2c\u65b9\u6cd5<\/th><th>\u8aaa\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u6e96\u78ba\u7387\/\u640d\u5931\u5c0d\u6bd4<\/td><td>\u8a13\u7df4\u96c6vs\u6e2c\u8a66\u96c6\u843d\u5dee5-10%\u70ba\u8b66\u793a<\/td><\/tr><tr><td>K\u6298\u4ea4\u53c9\u9a57\u8b49<\/td><td>\u591a\u8f2a\u6578\u64da\u5206\u5272\u9a57\u8b49\u4e00\u81f4\u6027<\/td><\/tr><tr><td>\u5b78\u7fd2\u66f2\u7dda\u89c0\u5bdf<\/td><td>\u8a13\u7df4\u8207\u9a57\u8b49\u8868\u73fe\u662f\u5426\u540c\u6b65\u6210\u9577\u4e14\u9593\u9694\u7e2e\u5c0f<\/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\"><strong>\u6a5f\u5668\u5b78\u7fd2\u5982\u4f55\u907f\u514d\u8207\u7de9\u89e3\u904e\u64ec\u5408\uff1f 5\u5927\u5be6\u7528\u7b56\u7565\u4e00\u6b21\u770b<\/strong><\/h2>\n\n\n\n<p>\u904e\u64ec\u5408\u9810\u9632\u9700\u5f9e<strong>\u8cc7\u6599\u524d\u8655\u7406\u3001\u6a21\u578b\u8a2d\u8a08\u3001\u8a13\u7df4\u76e3\u63a7\u5230\u7d50\u679c\u8a55\u4f30<\/strong>\u5168\u6d41\u7a0b\u8003\u91cf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5c0d\u7b56<\/th><th>\u6838\u5fc3\u6a5f\u5236<\/th><th>\u63a8\u85a6\u5de5\u5177\uff0f\u93c8\u63a5<\/th><\/tr><\/thead><tbody><tr><td>1. \u6b63\u5247\u5316<\/td><td>\u70ba\u640d\u5931\u51fd\u6578\u589e\u52a0\u61f2\u7f70\u9805<\/td><td><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/linear_model.html#lasso\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >scikit-learn Lasso\/Ridge<\/a>; <a href=\"https:\/\/keras.io\/api\/regularizers\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Keras Regularizers<\/a><\/td><\/tr><tr><td>2. \u4ea4\u53c9\u9a57\u8b49<\/td><td>\u591a\u7d44\u6578\u64da\u9a57\u8b49\u7d50\u679c\u7a69\u5b9a\u6027<\/td><td><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/cross_validation.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >scikit-learn Cross Validation<\/a><\/td><\/tr><tr><td>3. \u6a21\u578b\u7c21\u5316<\/td><td>\u7d04\u675f\u6a21\u578b\u7d50\u69cb\u8907\u96dc\u5ea6<\/td><td><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.tree.DecisionTreeClassifier.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >sklearn DecisionTree \u9650max_depth<\/a><\/td><\/tr><tr><td>4. \u589e\u52a0\u6578\u64da<\/td><td>\u8c50\u5bcc\u6a23\u672c\u6578\u8207\u578b<\/td><td>Google Data Augmentation API\u3001<a href=\"https:\/\/albumentations.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Albumentations<\/a><\/td><\/tr><tr><td>5. \u63d0\u524d\u505c\u6b62<\/td><td>\u81ea\u52d5\u5224\u65b7\u505c\u6b62\u8a13\u7df4\u6700\u4f73\u6642\u6a5f<\/td><td><a href=\"https:\/\/keras.io\/api\/callbacks\/early_stopping\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Keras EarlyStopping<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755484260.png\" alt=\"\u6b63\u898f\u5316\u5de5\u5177\u4ecb\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/scikit-learn.org\/stable\/modules\/linear_model.html#lasso\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6b63\u898f\u5316\u5de5\u5177\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u904e\u64ec\u5408\u9632\u6cbb\u91cd\u9ede\u63aa\u65bd\u8a73\u89e3<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6b63\u5247\u5316\uff08Regularization\uff09\uff0dAI\u6700\u4f73\u7121\u75db\u65b9\u6848<\/strong><\/h3>\n\n\n\n<p><strong>\u5f15\u5165\u300c\u61f2\u7f70\u9805\u300d\u9632\u6b62\u6b0a\u91cd\u6975\u7aef\uff0c\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b<\/strong>\u3002\u5e38\u898b\u65b9\u5f0f\u6709\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>L1\uff08Lasso\uff09<\/strong>\u2014\u2014\u81ea\u52d5\u5243\u9664\u5197\u9918\u7279\u5fb5<\/li>\n\n\n\n<li><strong>L2\uff08Ridge\uff09<\/strong>\u2014\u2014\u6291\u5236\u6240\u6709\u6b0a\u91cd\uff0c\u4f7f\u6a21\u578b\u5e73\u6ed1<\/li>\n\n\n\n<li><strong>Elastic Net<\/strong>\u2014\u2014\u5169\u7a2e\u65b9\u5f0f\u7d9c\u5408<\/li>\n<\/ul>\n\n\n\n<p>\u5c08\u6848\u5be6\u4f8b\uff1a\u4f7f\u7528scikit-learn Lasso\u3001Ridge\u3001Keras \u6b63\u5247\u5668\u53ef\u986f\u8457\u6e1b\u7de9\u6a21\u578b\u904e\u64ec\u5408\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4ea4\u53c9\u9a57\u8b49\uff08Cross-validation\uff09\uff0d\u7a69\u5b9a\u6cdb\u5316\u9a57\u8b49\u5229\u5668<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>K\u6298\u4ea4\u53c9\u9a57\u8b49\uff08K-Fold\uff09<\/strong>\uff1a\u5206\u591a\u6298\u91cd\u8907\u9a57\u8b49\u7d50\u679c\u66f4\u53ef\u9760<\/li>\n\n\n\n<li><strong>\u7559\u4e00\u6cd5\uff08LOOCV\uff09<\/strong>\uff1a\u5c11\u91cf\u6578\u64da\u9996\u9078<\/li>\n\n\n\n<li><strong>\u5206\u5c64\u62bd\u6a23<\/strong>\uff1a\u6578\u64da\u985e\u5225\u5206\u4f48\u4fdd\u6301\u4e00\u81f4<\/li>\n<\/ul>\n\n\n\n<p>\u53ef\u7528scikit-learn \u7684cross_val_score \u6216PyCaret\u3001AutoML\u81ea\u52d5\u61c9\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6a21\u578b\u7c21\u5316\u8207\u7279\u5fb5\u9078\u64c7\uff0d\u63a7\u5236\u7d50\u69cb\u675c\u7d55\u904e\u64ec\u5408<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u964d\u4f4e\u6a21\u578b\u8907\u96dc\u5ea6<\/strong>\uff08\u5982\u6e1b\u5c11\u795e\u7d93\u7db2\u7d61\u5c64\u6578\u3001\u9650\u5236\u6df1\u5ea6\uff09<\/li>\n\n\n\n<li>\u7279\u5fb5\u9078\u64c7\u5243\u9664\u7121\u7528\u7dad\u5ea6\uff08\u5982L1\u7bc4\u5f0f\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u63a8\u85a6\uff1a<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/feature_selection.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >sklearn Feature Selection<\/a>\u3001<a href=\"https:\/\/dotnet.microsoft.com\/en-us\/apps\/machinelearning-ai\/ml-dotnet\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ML.NET\u81ea\u52d5\u7279\u5fb5\u7cbe\u7c21<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-708.png\" alt=\"ML.NET\u81ea\u52d5\u7279\u5fb5\u7cbe\u7c21\" class=\"wp-image-36402\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/dotnet.microsoft.com\/en-us\/apps\/machinelearning-ai\/ml-dotnet\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >ML.NET\u81ea\u52d5\u7279\u5fb5\u7cbe\u7c21<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6578\u64da\u91cf\u64f4\u589e\u8207\u8cea\u91cf\u7ba1\u7406<\/strong><\/h3>\n\n\n\n<p>\u8c50\u5bcc\u6578\u64da\u6578\u91cf\u548c\u591a\u6a23\u6027\uff0c\u662f\u672c\u8cea\u89e3\u6cd5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f71\u50cf\uff1a\u93e1\u5c04\u3001\u65cb\u8f49\u3001\u8abf\u8272\u7b49\u6578\u64da\u589e\u5f37<\/strong><\/li>\n\n\n\n<li>\u6587\u672c\uff1a\u540c\u7fa9\u66ff\u63db\u3001\u6bb5\u843d\u91cd\u7d44<\/li>\n<\/ul>\n\n\n\n<p>\u5de5\u5177\uff1a<a href=\"https:\/\/albumentations.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Albumentations<\/a>\u3001<a href=\"https:\/\/www.tensorflow.org\/tutorials\/images\/data_augmentation\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TensorFlow Data Augmentation<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1678\" height=\"909\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-709.jpg\" alt=\"Albumentations\" class=\"wp-image-36405\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/albumentations.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Albumentations<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u63d0\u524d\u505c\u6b62\uff08Early Stopping\uff09\u8207Dropout\uff0d\u8a13\u7df4\u904e\u7a0b\u52d5\u614b\u76e3\u63a7<\/strong><\/h3>\n\n\n\n<p>\u76e3\u63a7\u9a57\u8b49\u8868\u73fe\uff0c\u4e00\u65e6\u6700\u4f73\u9ede\u51fa\u73fe\u81ea\u52d5\u505c\u6a5f\u3002 Dropout\u662f\u6bcf\u8f2a\u96a8\u6a5f\u5c4f\u853d\u90e8\u5206\u795e\u7d93\u5143\uff0c\u589e\u5f37\u9b6f\u68d2\u6027\u3002\u914d\u5408PyCaret\u3001Keras \u7b49\u5e73\u53f0\uff0c\u6613\u65bc\u5be6\u73fe\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5be6\u6230\u5e38\u7528AI\u5de5\u5177\u3001\u5e73\u53f0\u63a8\u85a6<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5de5\u5177\/\u5e73\u53f0<\/th><th>\u4e3b\u8981\u7279\u8272<\/th><th>\u61c9\u7528\u65b9\u5411<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/scikit-learn.org\/stable\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >scikit-learn<\/a><\/td><td>\u5404\u7a2e\u6b63\u5247\u5316\u3001\u4ea4\u53c9\u9a57\u8b49\u3001\u7279\u5fb5\u7be9\u9078<\/td><td>\u50b3\u7d71\u6a5f\u5668\u5b78\u7fd2<\/td><\/tr><tr><td><a href=\"https:\/\/www.tensorflow.org\/guide\/keras\/overview\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Keras &amp; TensorFlow<\/a><\/td><td>EarlyStopping\u3001Dropout<\/td><td>\u6df1\u5ea6\u5b78\u7fd2\u5efa\u6a21<\/td><\/tr><tr><td><a href=\"https:\/\/pycaret.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyCaret<\/a><\/td><td>\u81ea\u52d5\u5316\u8a13\u7df4\u3001\u4ea4\u53c9\u9a57\u8b49<\/td><td>\u6578\u64da\u79d1\u5b78\u5168\u6d41\u7a0b<\/td><\/tr><tr><td><a href=\"https:\/\/cloud.google.com\/automl\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >AutoML<\/a><\/td><td>\u81ea\u52d5\u8abf\u53c3\u8207\u65e9\u505c\u3001\u8cc7\u6599\u589e\u5f37<\/td><td>\u96f2\u7aefAI\u670d\u52d9<\/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\"><strong>\u904e\u64ec\u5408\u76f8\u95dc\u5e38\u898b\u7591\u554f\u89e3\u7b54\u5340<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u70ba\u4f55\u53ea\u770b\u8a13\u7df4\u96c6\u6e96\u78ba\u7387\u5bb9\u6613\u843d\u5165\u904e\u64ec\u5408\u9677\u9631\uff1f<\/strong><\/h3>\n\n\n\n<p>\u8a13\u7df4\u96c6\u6e96\u78ba\u7387\u9ad8\uff0c\u53ef\u80fd\u53ea\u662f\u6a21\u578b\u300e\u8a18\u4f4f\u300f\u8cc7\u6599\u7d30\u7bc0\u751a\u81f3\u566a\u97f3\uff0c<strong>\u4e0d\u4ee3\u8868\u80fd\u6709\u6548\u9810\u6e2c\u65b0\u60c5\u5883<\/strong>\u3002\u82e5\u6e2c\u8a66\u6578\u64da\u8868\u73fe\u986f\u8457\u4e0b\u6ed1\uff0c\u5373\u8981\u9ad8\u5ea6\u8b66\u89ba\u904e\u64ec\u5408\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5982\u4f55\u5224\u65b7\u662f\u6a21\u578b\u904e\u65bc\u8907\u96dc\uff0c\u9084\u662f\u8cc7\u6599\u592a\u5c11\uff1f<\/strong><\/h3>\n\n\n\n<p>\u6bd4\u5c0d\u5b78\u7fd2\u66f2\u7dda\uff0c\u82e5\u8cc7\u6599\u91cf\u63d0\u5347\u5f8c\u6e2c\u8a66\u6e96\u78ba\u7387\u5927\u5e45\u9032\u6b65\uff0c\u8aaa\u660e\u8cc7\u6599\u4e0d\u5920\u3002\u82e5\u8cc7\u6599\u5920\u591a\u4ecd\u6709\u904e\u64ec\u5408\uff0c\u5247\u9808\u7c21\u5316\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5be6\u969b\u61c9\u5982\u4f55\u8457\u624b\uff1f<\/strong><\/h3>\n\n\n\n<p><strong>\u5148\u5617\u8a66\u52a0\u6b63\u5247\u5316\/Dropout\uff0c\u518d\u505a\u4ea4\u53c9\u9a57\u8b49\u3001\u63d0\u524d\u505c\u6b62<\/strong>\uff1b\u5982\u8cc7\u6599\u96c6\u504f\u5c0f\uff0c\u518d\u8003\u616e\u8cc7\u6599\u589e\u5f37\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7522\u696d\u61c9\u7528\u6848\u4f8b\uff0d\u9632\u60a3\u672a\u7136<\/strong><\/h2>\n\n\n\n<p>\u91d1\u878d\u696d\uff1a<strong>\u65e5\u672cMUFG\u9280\u884c\u5c0e\u5165AutoML\u81ea\u52d5\u63d0\u65e9\u505c\u6b62\u3001\u6b63\u5247\u5316<\/strong>\uff0c\u9810\u9632\u4fe1\u8cb8\u8a55\u4f30\u6a21\u578b\u904e\u64ec\u5408\uff0c\u6210\u529f\u964d\u4f4e\u8aa4\u5224\u98a8\u96aa\u3002<\/p>\n\n\n\n<p>\u91ab\u7642\u5f71\u50cf\u8a3a\u65b7\uff1a<strong>Google Health\u5718\u968a\u914d\u5408\u8cc7\u6599\u589e\u5f37\u8207Albumentations\u81ea\u52d5\u591a\u7ba1\u9053\u64f4\u589e\uff0c\u986f\u8457\u63d0\u5347\u65b0\u75c5\u7167\u6cdb\u5316\u6548\u679c\u3002<\/strong><\/p>\n\n\n\n<p><strong>AI\u5f9e\u696d\u8005\u61c9\u5168\u6d41\u7a0b\u628a\u63a7\u904e\u64ec\u5408\u554f\u984c\uff0c\u4e26\u64c5\u7528\u81ea\u52d5\u5316AI\u5de5\u5177\u5e73\u53f0\uff0c\u5be6\u73fe\u7a69\u5b9a\u9ad8\u6548\u7684\u667a\u6167\u61c9\u7528\uff01<\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>\u904e\u64ec\u5408\uff08Overfitting\uff09\u662f\u7576\u524d\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u7684\u6838\u5fc3\u96e3\u984c\uff0c\u610f\u6307\u6a21\u578b\u904e\u5ea6\u8cbc\u5408\u8a13\u7df4\u6578\u64da\uff0c\u964d\u4f4e\u5c0d\u65b0\u8cc7\u6599\u9810\u6e2c\u80fd\u529b\u3002 [&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":[247,586,1011,1009,995],"content_visibility":[262],"class_list":["post-33872","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\/33872","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=33872"}],"version-history":[{"count":2,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/33872\/revisions"}],"predecessor-version":[{"id":36408,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/33872\/revisions\/36408"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=33872"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=33872"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=33872"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=33872"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}