{"id":1798,"date":"2026-05-28T22:08:56","date_gmt":"2026-05-28T14:08:56","guid":{"rendered":"https:\/\/cabit.top\/?p=1798"},"modified":"2026-05-28T22:11:31","modified_gmt":"2026-05-28T14:11:31","slug":"announcing-the-gauss-machine-learning-library","status":"publish","type":"post","link":"https:\/\/cabit.top\/?p=1798","title":{"rendered":"GAUSS \u673a\u5668\u5b66\u4e60\u5e93\u53d1\u5e03"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1aEric \u00b7 \u53d1\u8868\u4e8e 2023\u5e748\u670828\u65e5 \u00b7 \u66f4\u65b0\u4e8e 2025\u5e743\u670820\u65e5<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u7ae0\u76ee\u5f55<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#introduction\">\u5f15\u8a00<\/a><\/li>\n\n\n\n<li><a href=\"#models\">\u89e6\u624b\u53ef\u53ca\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/a><\/li>\n\n\n\n<li><a href=\"#data-preparation\">\u5feb\u901f\u8f7b\u677e\u7684\u6570\u636e\u51c6\u5907\u4e0e\u7ba1\u7406<\/a><\/li>\n\n\n\n<li><a href=\"#model-evaluation\">\u6613\u4e8e\u5b9e\u73b0\u7684\u6a21\u578b\u8bc4\u4f30<\/a><\/li>\n\n\n\n<li><a href=\"#customer-support\">\u65e0\u4e0e\u4f26\u6bd4\u7684\u5ba2\u6237\u652f\u6301<\/a><\/li>\n\n\n\n<li><a href=\"#in-action\">\u5b9e\u6218\u6f14\u793a<\/a><\/li>\n\n\n\n<li><a href=\"#try-it\">\u8bd5\u7528 GAUSS \u673a\u5668\u5b66\u4e60<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f15\u8a00<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5168\u65b0\u7684 GAUSS \u673a\u5668\u5b66\u4e60\uff08GML\uff09\u5e93\u5728\u53cb\u597d\u6613\u7528\u7684\u73af\u5883\u4e2d\u63d0\u4f9b\u5f3a\u5927\u9ad8\u6548\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002\u65e0\u8bba\u60a8\u662f\u521a\u63a5\u89e6\u673a\u5668\u5b66\u4e60\u7684\u65b0\u624b\uff0c\u8fd8\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u6280\u672f\u4eba\u5458\uff0c\u90fd\u80fd\u501f\u52a9 GML \u5feb\u901f\u4e0a\u624b\u8fd0\u884c\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u89e6\u624b\u53ef\u53ca\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 GAUSS \u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5373\u4f7f\u6ca1\u6709\u4efb\u4f55\u673a\u5668\u5b66\u4e60\u80cc\u666f\uff0c\u60a8\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u5b83\u652f\u6301\u7528\u4e8e\u5206\u7c7b\u548c\u56de\u5f52\u7684\u57fa\u7840\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/logisticregfit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u903b\u8f91\u56de\u5f52<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/lassofit.html\" target=\"_blank\" rel=\"noreferrer noopener\">LASSO<\/a>&nbsp;\u548c&nbsp;<a href=\"https:\/\/docs.aptech.com\/gauss\/ridgefit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u5cad\u56de\u5f52<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/decforestrfit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u51b3\u7b56\u68ee\u6797<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/pcafit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e3b\u6210\u5206\u5206\u6790<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/knnfit.html\" target=\"_blank\" rel=\"noreferrer noopener\">K \u8fd1\u90bb<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/kmeansfit.html\" target=\"_blank\" rel=\"noreferrer noopener\">K \u5747\u503c\u805a\u7c7b<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"751\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-1024x751.png\" alt=\"\" class=\"wp-image-1801\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-1024x751.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-300x220.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-768x563.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-1536x1126.png 1536w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22-670x491.png 670w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-22.png 1566w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u77e5\u9053\uff0c\u6a21\u578b\u62df\u5408\u548c\u9884\u6d4b\u53ea\u662f\u6570\u636e\u5206\u6790\u9879\u76ee\u7684\u51b0\u5c71\u4e00\u89d2\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4e00\u76f4\u81f4\u529b\u4e8e\u5c06 GAUSS \u6253\u9020\u6210\u6570\u636e\u5bfc\u5165\u3001\u6e05\u6d17\u548c\u63a2\u7d22\u7684\u6700\u4f73\u73af\u5883\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5feb\u901f\u8f7b\u677e\u7684\u6570\u636e\u51c6\u5907\u4e0e\u7ba1\u7406<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"651\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24-1024x651.png\" alt=\"\" class=\"wp-image-1803\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24-1024x651.png 1024w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24-300x191.png 300w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24-768x488.png 768w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24-670x426.png 670w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-24.png 1267w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">GML \u63d0\u4f9b\u673a\u5668\u5b66\u4e60\u4e13\u7528\u7684\u6570\u636e\u51c6\u5907\u5de5\u5177\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/onehot.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u72ec\u70ed\u7f16\u7801<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/traintestsplit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u5212\u5206<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/cvsplit.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u4ea4\u53c9\u9a8c\u8bc1\u5212\u5206<\/a><\/li>\n\n\n\n<li>\u5185\u90e8\u6570\u636e\u7f29\u653e<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e86\u89e3 GAUSS \u5982\u4f55\u51cf\u5c11\u6570\u636e\u5904\u7406\u7684\u75db\u82e6\u548c\u65f6\u95f4\uff0c\u8ba9\u60a8\u66f4\u5feb\u5730\u6df1\u5165\u5230\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6838\u5fc3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6613\u4e8e\u5b9e\u73b0\u7684\u6a21\u578b\u8bc4\u4f30<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"574\" height=\"406\" src=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-25.png\" alt=\"\" class=\"wp-image-1805\" srcset=\"https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-25.png 574w, https:\/\/cabit.top\/wp-content\/uploads\/2026\/05\/image-25-300x212.png 300w\" sizes=\"auto, (max-width: 574px) 100vw, 574px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 GML \u7684\u7ed8\u56fe\u548c\u6027\u80fd\u8bc4\u4f30\u5de5\u5177\uff0c\u6bd4\u8f83\u548c\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/plotclasses.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u6570\u636e\u7c7b\u522b\u56fe<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/meansquarederror.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u6a21\u578b\u5747\u65b9\u8bef\u5dee<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/classificationmetrics.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u5206\u7c7b\u6307\u6807<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aptech.com\/gauss\/plotvariableimportance.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u53d8\u91cf\u91cd\u8981\u6027\u8868<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9 GAUSS \u673a\u5668\u5b66\u4e60\u5982\u4f55\u4e3a\u60a8\u670d\u52a1\u611f\u5174\u8da3\uff1f<a href=\"http:\/\/www.cabit.com.cn\/company\/contactus.htm\" target=\"_blank\" rel=\"noreferrer noopener\">\u8054\u7cfb\u6211\u4eec<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u65e0\u4e0e\u4f26\u6bd4\u7684\u5ba2\u6237\u652f\u6301<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u4ee5\u63d0\u4f9b\u65e0\u4e0e\u4f26\u6bd4\u7684\u5ba2\u6237\u652f\u6301\u4e3a\u8363\uff0c\u5e76\u771f\u8bda\u5173\u5fc3\u60a8\u7684\u6210\u529f\u3002\u5982\u679c\u60a8\u65e0\u6cd5\u5728&nbsp;<a href=\"https:\/\/docs.aptech.com\/gauss\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5728\u7ebf\u6587\u6863<\/a>\u3001<a href=\"https:\/\/www.aptech.com\/questions\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7528\u6237\u8bba\u575b<\/a>&nbsp;\u6216&nbsp;<a href=\"https:\/\/www.aptech.com\/blog\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u535a\u5ba2<\/a>&nbsp;\u4e2d\u627e\u5230\u6240\u9700\u4fe1\u606f\uff0c\u8bf7\u653e\u5fc3\uff0cGAUSS \u4e13\u5bb6\u5c06\u968f\u65f6\u4e3a\u60a8\u5feb\u901f\u89e3\u7b54\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u6218\u6f14\u793a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u770b\u770b GML \u7684\u5b9e\u9645\u5e94\u7528\u5417\uff1f\u67e5\u770b\u8fd9\u4e9b\u771f\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u6848\u4f8b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.aptech.com\/blog\/classification-with-regularized-logistic-regression\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u57fa\u4e8e\u6b63\u5219\u5316\u903b\u8f91\u56de\u5f52\u7684\u5206\u7c7b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/machine-learning-with-real-world-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4f7f\u7528\u771f\u5b9e\u4e16\u754c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/understanding-cross-validation\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7406\u89e3\u4ea4\u53c9\u9a8c\u8bc1<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/fundamentals-of-tuning-machine-learning-hyperparameters\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u673a\u5668\u5b66\u4e60\u8d85\u53c2\u6570\u8c03\u4f18\u57fa\u7840<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/predicting-the-output-gap-with-machine-learning-regression-models\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u56de\u5f52\u6a21\u578b\u9884\u6d4b\u4ea7\u51fa\u7f3a\u53e3<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/applications-of-principal-components-analysis-in-finance\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e3b\u6210\u5206\u5206\u6790\u5728\u91d1\u878d\u4e2d\u7684\u5e94\u7528<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aptech.com\/blog\/predicting-recessions-with-machine-learning-techniques\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u9884\u6d4b\u7ecf\u6d4e\u8870\u9000<\/a><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bd5\u7528 GAUSS \u673a\u5668\u5b66\u4e60<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf7\u901a\u8fc7\u4e0b\u65b9\u7684\u7559\u8a00\u8868\u5355\u8054\u7cfb\u6211\u4eec\uff0c\u4e86\u89e3\u66f4\u591a\u5173\u4e8e GAUSS \u673a\u5668\u5b66\u4e60\u5e93\u7684\u4fe1\u606f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aEric \u00b7 \u53d1\u8868\u4e8e 20&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-1798","post","type-post","status-publish","format-standard","hentry","category-softapp"],"_links":{"self":[{"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/posts\/1798","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cabit.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1798"}],"version-history":[{"count":2,"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/posts\/1798\/revisions"}],"predecessor-version":[{"id":1806,"href":"https:\/\/cabit.top\/index.php?rest_route=\/wp\/v2\/posts\/1798\/revisions\/1806"}],"wp:attachment":[{"href":"https:\/\/cabit.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cabit.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cabit.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}