{"id":1021,"date":"2021-07-30T19:33:09","date_gmt":"2021-07-30T11:33:09","guid":{"rendered":"https:\/\/xg1990.com\/blog\/?p=1021"},"modified":"2021-07-30T19:39:37","modified_gmt":"2021-07-30T11:39:37","slug":"tabnet-%e7%94%a8%e4%ba%8e%e7%bb%93%e6%9e%84%e5%8c%96%e8%a1%a8%e6%a0%bc%e6%95%b0%e6%8d%ae%e7%9a%84%e6%b7%b1%e5%b1%82%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c","status":"publish","type":"post","link":"https:\/\/xg1990.com\/blog\/archives\/1021","title":{"rendered":"[\u7ffb\u8bd1]TabNet-\u7528\u4e8e\u7ed3\u6784\u5316\u8868\u683c\u6570\u636e\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/towardsdatascience.com\/tabnet-deep-neural-network-for-structured-tabular-data-39eb4b27a9e4\">https:\/\/towardsdatascience.com\/tabnet-deep-neural-network-for-structured-tabular-data-39eb4b27a9e4<\/a><\/p>\n\n\n\n<p id=\"5d58\">\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5c06\u5411\u60a8\u4ecb\u7ecd\u4e00\u4e2a\u4f7f\u7528Google\u7684TabNet\u89e3\u51b3\u5206\u7c7b\u95ee\u9898\u7684\u793a\u4f8b\u3002<\/p>\n\n\n\n<p id=\"557f\">\u5c3d\u7ba1\u6700\u8fd1\u9488\u5bf9\u56fe\u50cf\u3001\u97f3\u9891\u548c\u6587\u672c\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u51fa\u73b0\u4e86\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u4f46\u4f7f\u7528\u826f\u597d\u7684\u7ed3\u6784\u8868\u683c\u6570\u636e\u7684\u4efb\u52a1\u4f3c\u4e4e\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u88ab\u5ffd\u7565\u4e86\u3002<\/p>\n\n\n\n<p id=\"0b4a\">\u867d\u7136\u4eca\u5929\u7684\u8bb8\u591a\u6570\u636e\u786e\u5b9e\u662f\u975e\u7ed3\u6784\u5316\u7684\uff08<a href=\"https:\/\/www.altexsoft.com\/blog\/structured-unstructured-data\/\">\u5927\u7ea680%<\/a>\uff09\uff0c\u4f46\u91cd\u8981\u7684\u662f\u8981\u6b63\u786e\u8ba4\u8bc6\u5230\uff0c\u7528\u5230\u884c\u548c\u5217\u7684\u6570\u636e\u4e2d\u4ec5\u670920%\u4ecd\u7136\u4ee3\u8868\u7740\u5de8\u5927\u7684\u6570\u636e\u91cf\u3002\u4e8b\u5b9e\u4e0a\uff0c\u57282020\u5e74\uff0c<a href=\"https:\/\/www.ibm.com\/blogs\/journey-to-ai\/2020\/11\/addressing-data-growth-with-scalable-immediate-and-live-data-migration\/\">IBM<\/a>\u4f30\u8ba1\u5168\u4e16\u754c\u7684\u6570\u636e\u6536\u96c6\u91cf\u4e3a35 zettabytes\uff08\u6216350\u4ebfTB\uff09\u3002<\/p>\n\n\n\n<p id=\"0b4a\">\u8fd9\u610f\u5473\u7740700000000000000\u5b57\u8282\u7684\u6570\u636e\u9700\u8981\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u5173\u6ce8\uff01<\/p>\n\n\n\n<p id=\"6a4f\">\u5e73\u5fc3\u800c\u8bba\uff0c\u6b63\u5982TabNet\u7684<a href=\"https:\/\/arxiv.org\/pdf\/1908.07442.pdf\">\u539f\u8457<\/a>\u6240\u6307\u51fa\u7684\uff0c\u8fd9\u662f\u56e0\u4e3a\u5f53\u524d\u7684\u96c6\u6210\u51b3\u7b56\u6811\uff08DT\uff09\u53d8\u4f53\uff08XGBoost\u3001LightGBM\u3001CatBoost\u7b49\uff09\u5728\u8868\u683c\u6570\u636e\u65b9\u9762\u6bd4DNN\u6709\u4e00\u4e9b\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u81ea\u4eceTabNet\u53d1\u5e03\u4ee5\u6765\uff0c\u6240\u6709\u8fd9\u4e9b\u90fd\u6d88\u5931\u4e86\uff0c\u5b83\u5728\u591a\u4e2a<a href=\"https:\/\/paperswithcode.com\/paper\/tabnet-attentive-interpretable-tabular\/review\/\">\u57fa\u51c6\u6570\u636e\u96c6<\/a>\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u4e8eDT\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h1 id=\"0235\">\u5f17\u96f7\u660e\u7ff0\u5fc3\u810f\u7814\u7a76 Framingham Heart Study<\/h1>\n\n\n\n<p>\u4eca\u5929\uff0c\u6211\u5c06\u4ecb\u7ecd\u4e00\u4e2a\u5982\u4f55\u4f7f\u7528TabNet\u8fdb\u884c\u5206\u7c7b\u4efb\u52a1\u7684\u793a\u4f8b\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u5f17\u96f7\u660e\u7ff0\u5fc3\u810f\u7814\u7a76\u7684\u7ed3\u679c\uff0c\u8be5\u7814\u7a76\u59cb\u4e8e1948\u5e74\uff0c\u5bf9\u5fc3\u8840\u7ba1\u75be\u75c5\u7684\u98ce\u9669\u56e0\u7d20\u63d0\u4f9b\u4e86\uff08\u73b0\u5728\u4ecd\u7136\u63d0\u4f9b\uff09\u91cd\u8981\u7684\u89c1\u89e3\u3002\u5bf9\u4e8e\u90a3\u4e9b\u6709\u5174\u8da3\u4e86\u89e3\u66f4\u591a\u5173\u4e8e\u8fd9\u9879\u7814\u7a76\u7684\u4eba\uff0c\u8bf7\u67e5\u770b<a href=\"https:\/\/framinghamheartstudy.org\/fhs-about\/\">\u6b64\u94fe\u63a5<\/a>\u3002<\/p>\n\n\n\n<p id=\"4447\">\u5982\u679c\u60a8\u6709\u5174\u8da3\u4e86\u89e3\u66f4\u591a\u5173\u4e8eTabNet\u67b6\u6784\u7684\u4fe1\u606f\uff0c\u6211\u9f13\u52b1\u60a8\u67e5\u770b\u6211\u4e0a\u9762\u94fe\u63a5\u7684\u539f\u59cb\u6587\u4ef6\u3002\u5176\u4ed6\u8d44\u6e90\u5305\u62ec\u8fd9\u4e2a<a href=\"https:\/\/github.com\/google-research\/google-research\/blob\/master\/tabnet\/tabnet_model.py\">repo<\/a>\uff0c\u60a8\u53ef\u4ee5\u5728\u8fd9\u91cc\u770b\u5230\u539f\u59cb\u7684TabNet\u4ee3\u7801\u3002\u6700\u540e\uff0c\u5728\u6211\u4eec\u6df1\u5165\u8ba8\u8bba\u4e4b\u524d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u6211\u7684<a href=\"https:\/\/github.com\/ryancburke\/framingham\">Notebook<\/a>\u3002<\/p>\n\n\n\n<h2 id=\"6a91\">\u6570\u636e<\/h2>\n\n\n\n<p id=\"a4f8\">\u8be5\u5206\u6790\u4f7f\u7528\u7684\u6570\u636e\u753116\u4e2a\u53d8\u91cf\u7ec4\u6210\uff0c\u5305\u62ec\u76ee\u6807\u53d8\u91cfANYCHD\u3002\u4e0b\u9762\u53ef\u4ee5\u627e\u5230\u6bcf\u79cd\u53d8\u91cf\u7684\u8bf4\u660e\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1.png\"><img loading=\"lazy\" width=\"1024\" height=\"700\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1-1024x700.png\" alt=\"\" class=\"wp-image-1022\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1-1024x700.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1-300x205.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1-768x525.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-1.png 1162w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u88681-\u6570\u636e\u96c6\u4e2d\u53d8\u91cf\u7684\u8bf4\u660e<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2.png\"><img loading=\"lazy\" width=\"1024\" height=\"424\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2-1024x424.png\" alt=\"\" class=\"wp-image-1023\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2-1024x424.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2-300x124.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2-768x318.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-2.png 1290w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u88682-\u8868\u683c\u683c\u5f0f\u7684\u6570\u636e\u89c6\u56fe<\/figcaption><\/figure><\/div>\n\n\n\n<h2 id=\"6069\">\u8c03\u67e5\u7f3a\u5931\u503c<\/h2>\n\n\n\n<p id=\"029a\">\u63a5\u4e0b\u6765\uff0c\u6211\u60f3\u770b\u770b\u6709\u591a\u5c11\u6570\u636e\u4e22\u5931\u4e86\u3002\u4f7f\u7528df.isnull().sum()\u5f88\u5bb9\u6613\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5b83\u5c06\u544a\u8bc9\u6211\u4eec\u6bcf\u4e2a\u53d8\u91cf\u7f3a\u5c11\u591a\u5c11\u6570\u636e\u3002\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528<a href=\"https:\/\/github.com\/ResidentMario\/missingno\">missingno<\/a>\u5305\uff0c\u5b83\u5141\u8bb8\u6211\u4eec\u975e\u5e38\u5feb\u901f\u5730\u53ef\u89c6\u5316\u7f3a\u5931\u6570\u636e\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<p id=\"029a\">\u5728\u56fe1\u4e2d\uff0c\u7528\u53d8\u91cf\u8868\u793a\u7f3a\u5931\u503c\uff08\u767d\u8272\uff09\u7684\u77e9\u9635\u8868\u793a\u3002\u8fd9\u662f\u6309\u884c\u5782\u76f4\u7ec4\u7ec7\u7684\uff0c\u8fd9\u5141\u8bb8\u6211\u4eec\u67e5\u770b\u7f3a\u5c11\u7684\u503c\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u4efb\u4f55\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u9ad8\u5bc6\u5ea6\u8102\u86cb\u767d\u80c6\u56fa\u9187\uff08HDLC\uff09\u548c\u4f4e\u5bc6\u5ea6\u8102\u86cb\u767d\u80c6\u56fa\u9187\uff08LDLC\uff09\u7684\u7f3a\u5931\u503c\u662f\u76f8\u540c\u7684\uff0c\u8fd9\u8868\u660e\u8fd9\u4e9b\u503c\u5e76\u4e0d\u662f\u4e3a\u8be5\u6570\u636e\u96c6\u4e2d\u7684\u4e00\u90e8\u5206\u60a3\u8005\u6536\u96c6\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/miro.medium.com\/max\/1400\/1*A2pIjPXJ2zGtdYKPdXvn9A.png\" alt=\"\"\/><figcaption>\u56fe1-\u6309\u53d8\u91cf\u5217\u51fa\u7684\u7f3a\u5931\u6570\u636e\u77e9\u9635<\/figcaption><\/figure>\n\n\n\n<p id=\"bc79\">\u6211\u4eec\u4e5f\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u89c2\u5bdf\u7f3a\u5931\u503c\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5982\u56fe2\u6240\u793a\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u66f4\u5bb9\u6613\u770b\u5230HDLC\u548cLDLC\u4e0eTOTCHOL\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u503c&lt;1\u610f\u5473\u7740\u5b83\u7565\u5c0f\u4e8e1\u3002\u7531\u4e8e\u8fd9\u4e9b\u53d8\u91cf\u4e2d\u7684al 3\u662f\u80c6\u56fa\u9187\u7684\u6d4b\u91cf\u503c\uff0c\u8fd9\u8868\u660e\u6570\u636e\u96c6\u4e2d\u7684\u67d0\u4e9b\u60a3\u8005\u6ca1\u6709\u6536\u96c6\u80c6\u56fa\u9187\u6570\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/miro.medium.com\/max\/1400\/1*tUZWUOQjC_f2lL_5zhZqMQ.png\" alt=\"\"\/><figcaption>\u56fe2-\u663e\u793a\u7f3a\u5931\u503c\u4e4b\u95f4\u5173\u7cfb\u7684\u70ed\u56fe<\/figcaption><\/figure>\n\n\n\n<h2 id=\"f324\">\u63d2\u8865\u7f3a\u5931\u503c<\/h2>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u6536\u96c6\u4e86\u5173\u4e8e\u7f3a\u5931\u503c\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u9700\u8981\u51b3\u5b9a\u5982\u4f55\u5904\u7406\u5b83\u4eec\u3002\u6839\u636e\u60a8\u7684\u6570\u636e\uff0c\u6709\u8bb8\u591a\u9009\u9879\uff0c\u60a8\u53ef\u4ee5\u5728<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/impute.html\">sklearn<\/a>\u7684\u7f51\u9875\u4e0a\u9605\u8bfb\u66f4\u591a\u6709\u5173\u5404\u79cd\u63d2\u8865\u7b97\u6cd5\u7684\u4fe1\u606f<\/p>\n\n\n\n<p id=\"83ba\">\u6211\u9009\u62e9\u4e86KNN\u63d2\u8865\u5668\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u5b9e\u73b0\u5b83\u3002\u603b\u4e4b\uff0c\u5728\u7b2c\u4e00\u5757\u4e2d\uff0c\u6211\u7b80\u5355\u5730\u5c06\u6570\u636e\u5212\u5206\u4e3a\u7279\u5f81\u548c\u76ee\u6807\u3002\u7b2c\u4e8c\u4e2a\u5757\u4f7f\u7528KNN\u63d2\u8865\u5668\u53d8\u6362\u7279\u5f81\u3002\u4eceprint\u8bed\u53e5\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u6700\u521d\u4f30\u7b97\u7684\u7f3a\u5931\u503c\u4e3a1812\u4e2a\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3.png\"><img loading=\"lazy\" width=\"1024\" height=\"834\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3-1024x834.png\" alt=\"\" class=\"wp-image-1024\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3-1024x834.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3-300x244.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3-768x626.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-3.png 1370w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u56fe3-\u4f7f\u7528KNN\u63d2\u8865\u5668\u5904\u7406\u6570\u636e\u96c6\u4e2d\u7684\u7f3a\u5931\u503c<\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"1049\">\u6700\u540e\u4e00\u6b65\u662f\u5206\u5272\u6570\u636e\u3002\u4f7f\u7528\u4e0b\u9762\u7684\u4ee3\u7801\uff0c\u6211\u6700\u521d\u5c06\u6570\u636e\u5206\u4e3a70%\u7528\u4e8e\u8bad\u7ec3\u96c6\uff0c30%\u7528\u4e8e\u9a8c\u8bc1\u96c6\u3002\u7136\u540e\uff0c\u6211\u5c06\u9a8c\u8bc1\u96c6\u5206\u6210\u4e24\u4e2a\u76f8\u7b49\u7684\u90e8\u5206\uff0c\u5206\u522b\u7528\u4e8e\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002print\u8bed\u53e5\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u6709\u5173\u62c6\u5206\u540e\u7684\u6570\u636e\u7ef4\u5ea6<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4.png\"><img loading=\"lazy\" width=\"1024\" height=\"607\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4-1024x607.png\" alt=\"\" class=\"wp-image-1025\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4-1024x607.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4-300x178.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4-768x455.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-4.png 1370w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u56fe4-\u5c06\u6570\u636e\u5206\u4e3a\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6<\/figcaption><\/figure>\n\n\n\n<h2 id=\"5bd4\">TabNet<\/h2>\n\n\n\n<p id=\"8942\">\u60a8\u53ef\u4ee5\u5728\u51e0\u884c\u7b80\u5355\u7684\u4ee3\u7801\u4e2d\u8fd0\u884cTabNet\uff0c\u5982\u4e0b\u6240\u793a\u3002\u8fd9\u662fTabNet\u7684pytorch\u5b9e\u73b0\uff0c\u56e0\u6b64\u60a8\u5fc5\u987b\u5bfc\u5165\uff08\u6216\u5b89\u88c5\uff0c\u5982\u679c\u5c1a\u672a\u5b89\u88c5\uff09torch\u3001pytorch_TabNet\u548c\u60a8\u5e0c\u671b\u4f7f\u7528\u7684\u6a21\u578b\uff08\u4e8c\u8fdb\u5236\u5206\u7c7b\u5668\u3001\u591a\u5206\u7c7b\u5668\u3001\u56de\u5f52\u5668\uff09<\/p>\n\n\n\n<p id=\"2556\">\u60a8\u8fd8\u9700\u8981\u67d0\u79cd\u6307\u6807\u6765\u8bc4\u4f30\u60a8\u7684\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u53ef\u4ece<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/model_evaluation.html\">sklearn<\/a>\u83b7\u5f97\u7684\u5217\u8868\u3002\u6211\u8fd8\u5305\u62ec\u4e86\u4e00\u4e2a\u6807\u7b7e\u7f16\u7801\uff0c\u4ee5\u9632\u60a8\u7684\u6570\u636e\u4e0e\u6211\u7684\u6570\u636e\u7565\u6709\u4e0d\u540c\u3002\u6211\u7684\u5206\u7c7b\u53d8\u91cf\u90fd\u662f\u4e8c\u8fdb\u5236\u6574\u6570\uff0c\u4f46\u662f\u5982\u679c\u60a8\u5c06\u5206\u7c7b\u5b58\u50a8\u4e3a\u5b57\u7b26\u4e32\uff0c\u90a3\u4e48\u60a8\u5c06\u9996\u5148\u4f7f\u7528\u5b83\uff08\u6216\u8005\u4e00\u79cd\u66ff\u4ee3\u65b9\u6cd5\uff0c\u4f8b\u5982one-hot\u7f16\u7801\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5.png\"><img loading=\"lazy\" width=\"1024\" height=\"214\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5-1024x214.png\" alt=\"\" class=\"wp-image-1026\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5-1024x214.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5-300x63.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5-768x161.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-5.png 1378w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u56fe5-\u5bfc\u5165\u5fc5\u8981\u7684\u5e93<\/figcaption><\/figure>\n\n\n\n<p id=\"2556\"><\/p>\n\n\n\n<p id=\"7fff\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u5b9a\u4e49\u6211\u4eec\u7684\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u5728\u4e0b\u9762\u7684\u7b2c\u4e00\u6bb5\u4ee3\u7801\u4e2d\u770b\u5230\u3002\u5728\u7b2c\u4e00\u884c\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4f18\u5316\u5668<a href=\"https:\/\/arxiv.org\/abs\/1412.6980\">Adam<\/a>\u3002\u63a5\u4e0b\u6765\u7684\u51e0\u884c\u5c06\u9010\u6b65\u964d\u4f4e\u6211\u4eec\u7684\u5b66\u4e60\u7387\u3002\u8ba9\u6211\u4eec\u628a\u5b83\u8bf4\u7684\u8bdd\u62c6\u5f00\uff1a<\/p>\n\n\n\n<ul><li>\u5b66\u4e60\u7387\u6700\u521d\u8bbe\u7f6e\u4e3a\uff0clr=0.020<\/li><li>10\u4e2aepoch\u4e4b\u540e\uff0c\u6211\u4eec\u5c06\u4f7f\u75280.9\u7684\u8870\u51cf\u7387<\/li><li>\u7ed3\u679c\u5c31\u662f\u5728\u5b66\u4e60\u73870.9\u4e0a\u4e58\u4e0a\u8870\u51cf\u73870.02\uff0c\u8fd9\u610f\u5473\u7740\u5728\u7b2c10\u4e2aepoch\u5b83\u5c06\u964d\u4f4e\u52300.018<\/li><\/ul>\n\n\n\n<p id=\"1353\">\u5728\u4e0b\u4e00\u6bb5\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5c06\u6a21\u578b\u4e0e\u6570\u636e\u76f8\u5339\u914d\u3002\u57fa\u672c\u4e0a\uff0c\u5b83\u8868\u793a\u5c06\u4f7f\u7528auc\uff08\u66f2\u7ebf\u4e0b\u9762\u79ef\uff09\u548c\u7cbe\u5ea6\u4f5c\u4e3a\u603b\u51711000\u6b21\u8fed\u4ee3\uff08\u5386\u6b21\uff09\u7684\u5ea6\u91cf\u6765\u8bc4\u4f30\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u3002<\/p>\n\n\n\n<p id=\"1353\"><em>patience<\/em>\u53c2\u6570\u8868\u793a\uff0c\u5982\u679c\u5728\u8fde\u7eed50\u4e2aepoch\u540e\u672a\u89c2\u5bdf\u5230\u7cbe\u5ea6\u7684\u6539\u8fdb\uff0c\u5219\u6a21\u578b\u5c06\u505c\u6b62\u8fd0\u884c\uff0c\u5e76\u52a0\u8f7d\u6765\u81ea\u6700\u4f73epoch\u7684\u6700\u4f73\u6743\u91cd\u3002<\/p>\n\n\n\n<p id=\"f98a\">256\u7684\u6279\u91cf\u5927\u5c0f\u662f\u6839\u636eTabNet\u8bba\u6587\u4e2d\u7684\u5efa\u8bae\u9009\u62e9\u7684\uff0c\u5176\u4e2d\u4ed6\u4eec\u5efa\u8bae\u6279\u91cf\u5927\u5c0f\u6700\u591a\u4e3a\u603b\u6570\u636e\u768410%\u3002\u4ed6\u4eec\u8fd8\u5efa\u8bae\u865a\u62df\u6279\u5927\u5c0f\uff08<em>virtual batch size<\/em>\uff09\u5c0f\u4e8e\u6279\u5927\u5c0f\uff08<em>batch size<\/em>\uff09\uff0c\u5e76\u4e14\u53ef\u4ee5\u5747\u5300\u5730\u5212\u5206\u4e3a\u6279\u5927\u5c0f\u3002<\/p>\n\n\n\n<p id=\"efac\">worker\u6570\u91cf\u4fdd\u7559\u4e3a\u96f6\uff0c\u8fd9\u610f\u5473\u7740\u5c06\u6839\u636e\u9700\u8981\u52a0\u8f7d\u6279\u91cf\u5927\u5c0f\u3002\u589e\u52a0\u8fd9\u4e2a\u6570\u5b57\u4f1a\u975e\u5e38\u6d88\u8017\u5185\u5b58\u3002<\/p>\n\n\n\n<p id=\"bd9a\">\u6743\u91cd\u53ef\u4ee5\u662f0\uff08\u65e0\u91c7\u6837\uff09\u62161\uff08\u81ea\u52a8\u91c7\u6837\uff09\u3002\u6700\u540e\uff0c\u5982\u679c\u8bad\u7ec3\u671f\u95f4\u672a\u5b8c\u6210\uff0c\u5219\u4e22\u5f03\u6700\u540e\u4e00\u6279\u3002<\/p>\n\n\n\n<p id=\"4cec\">\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5176\u4e2d\u8bb8\u591a\u90fd\u662f\u9ed8\u8ba4\u53c2\u6570\u3002\u60a8\u53ef\u4ee5\u5728<a href=\"https:\/\/github.com\/dreamquark-ai\/tabnet\">\u6b64\u5904<\/a>\u67e5\u770b\u5b8c\u6574\u7684\u53c2\u6570\u5217\u8868\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6.png\"><img loading=\"lazy\" width=\"1024\" height=\"761\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6-1024x761.png\" alt=\"\" class=\"wp-image-1027\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6-1024x761.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6-300x223.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6-768x570.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-6.png 1376w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u56fe6-\u5b9a\u4e49\u548c\u62df\u5408TabNet\u5206\u7c7b\u5668<\/figcaption><\/figure>\n\n\n\n<p id=\"178d\">\u8be5\u5206\u6790\u7684\u7ed3\u679c\u5982\u56fe8\u6240\u793a\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e0b\u9762\u7684\u4ee3\u7801\u8fdb\u884c\u590d\u5236\u3002\u524d\u4e09\u4e2a\u4ee3\u7801\u5757\u7ed8\u5236\u4e86\u635f\u5931\u5206\u6570\u3001\u51c6\u786e\u6027\uff08\u9488\u5bf9\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\uff09\u548c\u7279\u5f81\u91cd\u8981\u6027\uff08\u9488\u5bf9\u6d4b\u8bd5\u96c6\uff09\u3002<\/p>\n\n\n\n<p id=\"178d\">\u6700\u540e\u7684\u6a21\u5757\u53ea\u8ba1\u7b97\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u6700\u4f73\u7cbe\u5ea6\uff0c\u5206\u522b\u4e3a68%\u548c63%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7.png\"><img loading=\"lazy\" width=\"1024\" height=\"941\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7-1024x941.png\" alt=\"\" class=\"wp-image-1028\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7-1024x941.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7-300x276.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7-768x706.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-7.png 1358w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><figcaption>\u56fe7-\u7ed8\u5236\u635f\u5931\u5206\u6570\u3001\u51c6\u786e\u6027\u548c\u7279\u5f81\u91cd\u8981\u6027<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/miro.medium.com\/max\/1400\/1*ghb9DNFZtKK1J0pXXuntoQ.png\" alt=\"\"\/><figcaption>\u56fe8-\uff08\u5de6\uff09\u635f\u5931\u5206\u6570(\u4e2d\u7b49\uff09\u8bad\u7ec3\uff08\u84dd\u8272\uff09\u548c\u9a8c\u8bc1\uff08\u6a59\u8272\uff09\u96c6\u7684\u51c6\u786e\u6027(\u53f3\uff09\u76f8\u5bf9\u7279\u5f81\u91cd\u8981\u6027<\/figcaption><\/figure>\n\n\n\n<h2 id=\"79f7\">\u65e0\u76d1\u7763\u9884\u8bad\u7ec3<\/h2>\n\n\n\n<p>TabNet\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u65e0\u76d1\u7763\u6a21\u578b\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u9884\u8bad\u7ec3\u5305\u62ec\u6545\u610f\u5c4f\u853d\u67d0\u4e9b\u795e\u7ecf\u5143\uff0c\u5e76\u901a\u8fc7\u9884\u6d4b\u5c4f\u853d\u503c\u6765\u5b66\u4e60\u8fd9\u4e9b\u795e\u7ecf\u5143\u4e0e\u76f8\u90bb\u5217\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u4fdd\u5b58\u6240\u5b66\u4e60\u7684\u6743\u91cd\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u76d1\u7763\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u8ba9\u6211\u4eec\u770b\u770b\u4f7f\u7528\u65e0\u76d1\u7763\u9884\u8bad\u7ec3\u5982\u4f55\u5f71\u54cd\u6211\u4eec\u7684\u6a21\u578b\u51c6\u786e\u6027\uff01<\/p>\n\n\n\n<p>\u867d\u7136\u7c7b\u4f3c\uff0c\u4f46\u4ee3\u7801\u6709\u4e00\u4e9b\u5dee\u5f02\uff0c\u56e0\u6b64\u6211\u5728\u4e0b\u9762\u5c06\u5176\u5305\u62ec\u5728\u5185\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u60a8\u5fc5\u987b\u5bfc\u5165TabNetPretrainer\u3002\u60a8\u53ef\u4ee5\u5728\u7b2c\u4e00\u6bb5\u4ee3\u7801\u4e2d\u770b\u5230\uff0cTabNetClassifier\u88abTabNetPretrainer\u66ff\u6362\u3002<\/p>\n\n\n\n<p>\u62df\u5408\u6a21\u578b\u65f6\uff0c\u8bf7\u6ce8\u610f\u6700\u540e\u4e00\u884c<em>pretraining_ratio<\/em>\uff0c\u5b83\u662f\u9884\u8bad\u7ec3\u671f\u95f4\u906e\u7f69\u7684\u7279\u5f81\u7684\u767e\u5206\u6bd4\u3002\u503c\u4e3a0.8\u8868\u793a80%\u7684\u7279\u5f81\u88ab\u906e\u7f69\u3002<\/p>\n\n\n\n<p>\u4e0b\u4e00\u4e2a\u4ee3\u7801\u5757\u662f\u6307\u4eceTabNet\u7684\u7f16\u7801\u8868\u793a\u751f\u6210\u7684\u91cd\u6784\u7279\u5f81\u3002\u8fd9\u4e9b\u6587\u4ef6\u5c06\u88ab\u4fdd\u5b58\uff0c\u7136\u540e\u53ef\u7528\u4e8e\u5355\u72ec\u7684\u53d7\u76d1\u7763\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8.png\"><img loading=\"lazy\" width=\"1024\" height=\"990\" src=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8-1024x990.png\" alt=\"\" class=\"wp-image-1029\" srcset=\"https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8-1024x990.png 1024w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8-300x290.png 300w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8-768x742.png 768w, https:\/\/xg1990.com\/blog\/wp-content\/uploads\/2021\/07\/image-8.png 1382w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p id=\"a231\">\u56fe9-\u4f7f\u7528TabNet\u7684\u65e0\u76d1\u7763\u8868\u793a\u5b66\u4e60<\/p>\n\n\n\n<p id=\"0b96\">\u5f53\u5bf9\u8be5\u6570\u636e\u96c6\u4f7f\u7528\u9884\u8bad\u7ec3\u65f6\uff0c\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u7684\u7ed3\u679c\u51c6\u786e\u7387\u5206\u522b\u4e3a76%\u548c71%\u3002\u8fd9\u662f\u4e00\u4e2a\u663e\u8457\u7684\u8fdb\u6b65\uff01\u4e0b\u9762\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u635f\u5931\u5206\u6570\u3001\u8bad\u7ec3\u96c6\uff08\u84dd\u8272\uff09\u548c\u9a8c\u8bc1\u96c6\uff08\u6a59\u8272\uff09\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u6d4b\u8bd5\u96c6\u786e\u5b9a\u7684\u7279\u5f81\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n<p id=\"0b96\"><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/miro.medium.com\/max\/1400\/1*CerlPaLMDUDjB1yEyWM9aA.png\" alt=\"\"\/><figcaption>\u56fe10-\uff08\u5de6\uff09\u635f\u5931\u5206\u6570(\u4e2d\u7b49\uff09\u8bad\u7ec3\uff08\u84dd\u8272\uff09\u548c\u9a8c\u8bc1\uff08\u6a59\u8272\uff09\u96c6\u7684\u51c6\u786e\u6027(\u53f3\uff09\u76f8\u5bf9\u7279\u5f81\u91cd\u8981\u6027<\/figcaption><\/figure>\n\n\n\n<h2 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