{"id":18433,"date":"2021-06-24T23:30:19","date_gmt":"2021-06-24T15:30:19","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=18433"},"modified":"2021-06-28T12:11:48","modified_gmt":"2021-06-28T04:11:48","slug":"ai60%e5%95%8f-q32%e8%a8%93%e7%b7%b4%e5%87%ba%e4%be%86%e7%9a%84%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%a6%82%e4%bd%95%e8%a9%95%e4%bc%b0%e5%a5%bd%e5%a3%9e%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=18433","title":{"rendered":"\u3010AI60\u554f\u3011Q32\u8a13\u7df4\u51fa\u4f86\u7684\u6a5f\u5668\u5b78\u7fd2\u5982\u4f55\u8a55\u4f30\u597d\u58de\uff1f"},"content":{"rendered":"\n<p>\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u4e2d\uff0c\u6a21\u578b\u8a55\u4f30\u5f88\u91cd\u8981\uff0c\u53ea\u6709\u9078\u64c7\u8207\u554f\u984c\u4e92\u76f8\u5c0d\u7b49\u7684\u8a55\u4f30\u65b9\u6cd5\uff0c\u624d\u80fd\u8b93\u66f4\u597d\u7684\u6a21\u578b\u8a13\u7df4\u548c\u6a21\u578b\u9078\u64c7\u7684\u6642\u5019\u51fa\u73fe\u7684\u554f\u984c\uff0c\u80fd\u5c0d\u6a21\u578b\u9032\u884c\u66f4\u597d\u7684\u8fed\u4ee3\u512a\u5316\u3002<\/p>\n\n\n\n<p>\u90a3\u8981\u600e\u9ebc\u77e5\u9053\uff0c\u6211\u5011\u8a13\u7df4\u51fa\u4f86\u7684\u6a21\u578b\u6210\u6548\uff08performance\uff09\u662f\u5426\u597d\uff1f<\/p>\n\n\n\n<p>\u900f\u904e\u4e00\u4e9b\u9a57\u8b49\u6307\u6a19\uff08validation index\uff09\u4f86\u7576\u6210\u6548\u6307\u6a19\uff0c\u80fd\u4f9d\u64da\u61c9\u7528\u5206\u70ba\u300c<strong>\u5206\u985e\u6307\u6a19<\/strong>\u300d\u548c\u300c<strong>\u56de\u6b78\u6307\u6a19<\/strong>\u300d\u3002\u91dd\u5c0d\u5206\u985e\u3001\u6392\u5e8f\u3001\u56de\u6b78\u3001\u5e8f\u5217\u9810\u6e2c\u7b49\u4e0d\u540c\u985e\u578b\u7684\u6a5f\u5668\u5b78\u7fd2\u554f\u984c\uff0c\u6a21\u578b\u8a55\u4f30\u6307\u6a19\u7684\u9078\u64c7\u4e5f\u6703\u4e0d\u4e00\u6a23\u3002<\/p>\n\n\n\n<p>\u5408\u683c\u7684\u6f14\u7b97\u6cd5\u5de5\u7a0b\u5e2b\u8981\u5177\u5099\u7684\u57fa\u672c\u529f\u4e4b\u4e00\uff0c\u5c31\u662f\u77e5\u9053\u6a5f\u5668\u5b78\u7fd2\u5728\u6a21\u578b\u8a55\u4f30\u968e\u6bb5\u7684\u95dc\u9375\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u77e5\u9053\u6bcf\u7a2e\u8a55\u4f30\u6307\u6a19\u7684\u7cbe\u78ba\u5b9a\u7fa9<\/li><li>\u6709\u91dd\u5c0d\u6027\u7684\u9078\u64c7\u5408\u9069\u7684\u8a55\u4f30\u6307\u6a19<\/li><li>\u6839\u64da\u8a55\u4f30\u6307\u6a19\u7684\u53cd\u994b\u9032\u884c\u6a21\u578b\u7684\u8abf\u6574<\/li><\/ul>\n\n\n\n<p>\u7576\u6709\u4e00\u500b\u6307\u6a19\uff0c\u5c31\u53ef\u4ee5\u5c0d\u6bd4\u4e0d\u540c\u6a21\u578b\uff0c\u9032\u800c\u5f97\u77e5\u54ea\u500b\u6a21\u578b\u8f03\u597d\u3001\u54ea\u500b\u8f03\u5dee\uff0c\u4e26\u900f\u904e\u9019\u500b\u6307\u6a19\u9032\u4e00\u6b65\u8abf\u6574\uff0c\u9010\u6b65\u512a\u5316\u6a21\u578b\uff0c\u6a21\u578b\u8a55\u4f30\u6307\u6a19\u53ef\u4ee5\u53cd\u61c9\u51fa\u6a21\u578b\u6548\u679c\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u5728\u9810\u6e2c\u554f\u984c\u4e2d\uff0c\u8981\u8a55\u4f30\u6a21\u578b\u7684\u6548\u679c\uff0c\u5c31\u9700\u8981\u5c07\u6a21\u578b\u9810\u6e2c\u7d50\u679cf\uff08X\uff09\u548c\u771f\u5be6\u6a19\u8a3b\u7684Y\u76f8\u6bd4\uff0c\u8a55\u4f30\u6307\u6a19\u5b9a\u7fa9\u70baf\uff08X\uff09\u548cY\u7684\u51fd\u6578\uff1a<\/p>\n\n\n\n<p>Score = metric\uff08f\uff08X\uff09, Y\uff09<\/p>\n\n\n\n<p>\u7531\u65bc\u6a21\u578b\u597d\u58de\u662f\u76f8\u5c0d\u7684\uff0c\u5c0d\u6bd4\u4e0d\u540c\u7684\u6a21\u578b\u6548\u679c\u6642\uff0c\u4f7f\u7528\u4e0d\u540c\u8a55\u4f30\u6307\u6a19\u4e5f\u6703\u5c0e\u81f4\u4e0d\u540c\u7d50\u8ad6\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">1\u3001\u5e38\u7528\u5206\u985e\u554f\u984c\u6a21\u578b\u8a55\u4f30\u6307\u6a19<\/h4>\n\n\n\n<p>\u5206\u985e\u6307\u6a19\u662f\u4e3b\u6d41\uff0c\u4e3b\u8981\u662f\u56e0\u70ba\u9664\u4e86\u6a5f\u5668\u5b78\u7fd2\uff0c\u8a31\u591a\u81e8\u5e8a\u7814\u7a76\u3001\u7d71\u8a08\u7814\u7a76\u4e5f\u6703\u4f7f\u7528\u3002\u6240\u6709\u7684\u5206\u985e\u554f\u984c\u90fd\u53ef\u4ee5\u5148\u7522\u751f\u51fa\u4e00\u500b\u7a31\u70ba\u6df7\u6dc6\u77e9\u9663 Confusion matrix \uff0c\u518d\u5f9e\u9019\u500b\u77e9\u9663\u53bb\u7b97\u51fa\u6210\u6548\u6307\u6a19\u3002<\/p>\n\n\n\n<p>\u5206\u985e<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u4e8c\u5143\u5206\u985e binary case\uff1a\u4e8c\u5143\u6df7\u6dc6\u77e9\u9663\u548c\u76f8\u5c0d\u61c9\u9a57\u8b49\u6307\u6a19\u3001ROC\u66f2\u7dda\u3001AUC<\/li><li>\u591a\u5143\u5206\u985e multiclass case\uff1a\u591a\u5143\u6df7\u6dc6\u77e9\u9663\u548c\u76f8\u5c0d\u61c9\u9a57\u8b49\u6307\u6a19<\/li><\/ul>\n\n\n\n<pre class=\"wp-block-verse\">*\u4e8c\u5143\u6307\u6a19\u5167\u6709\u6bd4\u8f03\u591adiagnosis index\u7b97\u6cd5\u548c\u4ecb\u7d39\uff0c\u4e8c\u5143\u5206\u985e\u4e3b\u8981\u539f\u56e0\u662f\u91ab\u5b78\u81e8\u5e8a\u548c\u7d71\u8a08\u5b78\u7528\u6bd4\u8f03\u591a\uff0c\u6240\u4ee5\u6703\u6709\u5f88\u591a\u540d\u8a5e\uff0c\u5982\u679c\u53ea\u662f\u60f3\u8981\u770b\u5206\u985e\u6307\u6a19\u53ef\u4ee5\u770b\u591a\u5143\u6307\u6a19\u3002<\/pre>\n\n\n\n<p><strong>(1) \u4e8c\u5143\u5206\u985e<\/strong><\/p>\n\n\n\n<p>\u5728\u4e8c\u5143\u5206\u985e\u57fa\u672c\u4e0a\u5c31\u662f\u5206\uff1a\u6709\uff0f\u6c92\u6709\uff1b\u771f\uff0f\u5047\uff1b\u6b63\uff0f\u8ca0\u3002True condition\u662f\u8cc7\u6599\u7b54\u6848\uff0cPredicted outcome\u662f\u6a21\u578b\u9810\u6e2c\u51fa\u4f86\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Positive \uff1a\u6709\uff0f\u771f\uff0f\u6b63\uff0c\u5728\u91ab\u5b78\u4e0a\u901a\u5e38\u300c\u6709\u767c\u75c5\u300d<\/li><li>Negative\uff1a\u6c92\u6709\uff0f\u5047\uff0f\u8ca0\uff0c\u5728\u91ab\u5b78\u4e0a\u901a\u5e38\u7528\u300c\u6c92\u6709\u767c\u75c5\u300d<\/li><\/ul>\n\n\n\n<p><strong>(2) \u591a\u5143\u5206\u985e<\/strong><\/p>\n\n\n\n<p>\u8a55\u4f30\u6307\u6a19\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6b63\u78ba\u7387\uff08Accuracy\uff09\uff1a\u6a21\u578b\u6574\u9ad4\u5224\u65b7\u7684\u6b63\u78ba\u7387\uff0c\u6709\u6642\u5019\u4e5f\u7a31Overall accuracy\uff0c\u8d8a\u9ad8\u8d8a\u597d\u3002<\/li><li>\u7cbe\u78ba\u7387\uff08Precision\uff09<\/li><li>\u53ec\u56de\u7387\uff08Recall\uff09<\/li><li>F1\u503c\uff08F1 score\uff09<\/li><li>ROC\u66f2\u7dda\uff1aROC\u66f2\u7dda\u89e3\u8b80\u65b9\u5f0f\uff0c\u6703\u4ee5\u5c0d\u89d2\u7dda\u70ba\u57fa\u6e96\uff0c\u82e5\u662f\u7b97\u51fa\u4f86\u7684ROC\u66f2\u7dda\uff1d\u5c0d\u89d2\u7dda\u7684\u8a71\uff0c\u4ee3\u8868\u6a21\u578b\u5b8c\u5168\u6c92\u6709\u9451\u5225\u6027\uff0c\u82e5ROC\u5f80\u5de6\u4e0a\u89d2\u79fb\u52d5\uff0c\u4ee3\u8868\u6a21\u578b\u5c0d\u75be\u75c5\u7684\u654f\u611f\u5ea6\u8d8a\u9ad8(\u507d\u967d\u6027\u7387(1-Specificity)\u8d8a\u4f4e)\uff0c\u4ee3\u8868\u6a21\u578b\u7684\u9451\u5225\u529b\u8d8a\u597d\u3002<\/li><li>AUC\uff08Area Under Curve\uff09\uff1a\u66f2\u7dda\u4e0b\u7684\u9762\u7a4d\uff0c\u53ef\u5224\u5225ROC\u66f2\u7dda\u7684\u9451\u5225\u529b\uff0cAUC\u6578\u503c\u7684\u7bc4\u570d\u5f9e0\u52301\uff0c\u6578\u503c\u8d8a\u5927\u8d8a\u597d\u3002<\/li><li>\u5c0d\u6578\u640d\u5931\uff08Log-Loss\uff09<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">2\u3001\u5e38\u7528\u56de\u6b78\u554f\u984c\u6a21\u578b\u8a55\u4f30\u6307\u6a19<\/h4>\n\n\n\n<p>\u56de\u6b78\u662f\u505a\u9810\u6e2c\u4e00\u500b\u9023\u7e8c\u7684\u503c\uff0c\u4e00\u822c\u4f86\u8aaa\u53ea\u5e0c\u671b\u9810\u6e2c\u503c\u8ddf\u5be6\u969b\u503c\u8d8a\u63a5\u8fd1\u8d8a\u597d\u3002\u56de\u6b78\u57fa\u672c\u4e0a\u53ea\u8981\u8a55\u4f30\u6642\uff0c\u8a55\u4f30\u6307\u6a19\u8981\u7528\u4e00\u6a23\u7684\uff0c\u54ea\u500b\u6a21\u578b\u7684\u8a55\u4f30\u6307\u6a19\u8d8a\u5c0f\uff0c\u5c31\u4ee3\u8868\u90a3\u500b\u6a21\u578b\u8d8a\u597d\u3002<\/p>\n\n\n\n<p>\u56de\u6b78\u6307\u6a19<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5e73\u5747\u5747\u65b9\u8aa4\u5dee Mean Square Error ,MSE<\/li><li>\u5e73\u5747\u7d55\u5c0d\u8aa4\u5dee Mean Absolute Error, MAE<\/li><li>\u5e73\u5747\u5747\u65b9\u5c0d\u6578\u8aa4\u5dee Mean Squared Logarithmic Error, MSLE<\/li><\/ul>\n\n\n\n<p>\u8a55\u4f30\u6307\u6a19<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5747\u65b9\u8aa4\u5dee RMSE\uff08Root Mean Squared Error\uff09<\/li><li>R Squared\uff08R\u00b2\uff09<\/li><li>Adjusted R Squared<\/li><\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u60f3\u6210\u70ba\u722c\u87f2\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u5e2b \u3001\u8cc7\u6599\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u9818\u57df\u5c08\u5bb6 \u3001\u4eba\u5de5\u667a\u6167\u7522\u54c1\u7d93\u7406\u55ce\uff1f\u9084\u662f\u4f60\u7684\u516c\u53f8\u6b63\u9700\u8981\u57f9\u990a\u6b64\u9818\u57df\u4eba\u624d\u5462\uff1f<\/p>\n\n\n\n<p>\u9ede\u6211\u4e86\u89e3 AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed &#x1f449; <a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\">https:\/\/www.tibame.com\/eventpage\/ai_datascientist&nbsp;<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed\" class=\"wp-image-18807\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1920x1080.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1170x658.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a href=\"https:\/\/blog.wiedu.tw\/?author=44\">\u63d0\u62d4\u6211\u5712\u4e01<\/a>\u966a\u4f60\u5feb\u901f\u6dfb\u88dcAI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u8207\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u82e5\u60f3\u4e86\u89e3\u66f4\u591aAI\/\u8cc7\u6599\u79d1\u5b78\u7684\u5c0f\u77e5\u8b58\u3001\u53ca\u5404\u7522\u696d\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u6b61\u8fce\u8a02\u95b1TibaMe FB\u53ca\u90e8\u843d\u683c\uff0c\u6216\u6709\u5176\u4ed6\u60f3\u4e86\u89e3\u7684\u4e3b\u984c\u6b61\u8fce\u5728\u4e0b\u65b9\u7559\u8a00\u8b93\u6211\u5011\u77e5\u9053\u5537\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.facebook.com\/Tibame\">\u7def\u80b2TibaMe FB<\/a><\/li><li><a href=\"https:\/\/www.facebook.com\/groups\/TiBaMe.For.Business\">\u4f01\u696d\u4eba\u624d\u6578\u4f4d\u8f49\u578bFB<\/a><\/li><li><a href=\"https:\/\/lihi1.com\/OygGK\">\u4f01\u696dAI\u3001\u6578\u4f4d\u4eba\u624dor\u5e73\u53f0\u57f9\u8a13\u65b9\u6848\u8acb\u9ede\u9078<\/a><\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/free?utm_source=blog&amp;utm_medium=free&amp;utm_campaign=course\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png\" alt=\"\" class=\"wp-image-18372\" width=\"502\" height=\"451\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-300x270.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-768x691.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1170x1053.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-585x527.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a.png 1200w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><\/a><\/figure><\/div>\n\n\n\n<p>\u53c3\u8003\u8cc7\u6599<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a 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