{"id":16944,"date":"2021-08-16T11:06:24","date_gmt":"2021-08-16T05:36:24","guid":{"rendered":"http:\/\/onlineappsdba.com\/?p=16944"},"modified":"2021-08-16T11:06:24","modified_gmt":"2021-08-16T05:36:24","slug":"ways-to-evaluate-machine-learning-model-performance","status":"publish","type":"post","link":"https:\/\/onlineappsdba.com\/index.php\/2021\/08\/16\/ways-to-evaluate-machine-learning-model-performance\/","title":{"rendered":"\ud835\udc16\ud835\udc1a\ud835\udc32\ud835\udc2c \ud835\udc13\ud835\udc28 \ud835\udc04\ud835\udc2f\ud835\udc1a\ud835\udc25\ud835\udc2e\ud835\udc1a\ud835\udc2d\ud835\udc1e \ud835\udc0c\ud835\udc1a\ud835\udc1c\ud835\udc21\ud835\udc22\ud835\udc27\ud835\udc1e \ud835\udc0b\ud835\udc1e\ud835\udc1a\ud835\udc2b\ud835\udc27\ud835\udc22\ud835\udc27\ud835\udc20 \ud835\udc0c\ud835\udc28\ud835\udc1d\ud835\udc1e\ud835\udc25 \ud835\udc0f\ud835\udc1e\ud835\udc2b\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc27\ud835\udc1c\ud835\udc1e"},"content":{"rendered":"

The blog post – https:\/\/k21academy.com\/dp10028<\/strong><\/em><\/a> will get an overview of \ud835\udc16\ud835\udc1a\ud835\udc32\ud835\udc2c \ud835\udc13\ud835\udc28 \ud835\udc04\ud835\udc2f\ud835\udc1a\ud835\udc25\ud835\udc2e\ud835\udc1a\ud835\udc2d\ud835\udc1e \ud835\udc0c\ud835\udc1a\ud835\udc1c\ud835\udc21\ud835\udc22\ud835\udc27\ud835\udc1e \ud835\udc0b\ud835\udc1e\ud835\udc1a\ud835\udc2b\ud835\udc27\ud835\udc22\ud835\udc27\ud835\udc20 \ud835\udc0c\ud835\udc28\ud835\udc1d\ud835\udc1e\ud835\udc25 \ud835\udc0f\ud835\udc1e\ud835\udc2b\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc27\ud835\udc1c\ud835\udc1e<\/p>\n

\u27bd The \ud835\udc20\ud835\udc28\ud835\udc1a\ud835\udc25 of a Machine Learning Model is to find out patterns that generalize well on unseen information rather than simply memorizing the information that it had been trained on.<\/p>\n

\u27bd Once your \ud835\udc26\ud835\udc28\ud835\udc1d\ud835\udc1e\ud835\udc25 is prepared, you\u2019d use it to predict the solution on the analysis or take a look at the data set then compare the anticipated target to the particular answer (ground truth)<\/p>\n

\u27bd We are going to discuss the assorted ways \ud83e\udd2f in which to \ud835\udc1e\ud835\udc27\ud835\udc2f\ud835\udc22\ud835\udc2c\ud835\udc22\ud835\udc28\ud835\udc27 \ud835\udc2d\ud835\udc21\ud835\udc1e \ud835\udc29\ud835\udc1e\ud835\udc2b\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc27\ud835\udc1c\ud835\udc1e of our machine learning model and why to use one in situ of the other<\/p>\n

Topics we will cover:<\/p>\n

\u2714\ufe0f Confusion matrix<\/p>\n

\u2714\ufe0f Accuracy<\/p>\n

\u2714\ufe0f Precision<\/p>\n

\u2714\ufe0f Recall\/Sensitivity\/True Positive Rate<\/p>\n

\u2714\ufe0f Specificity<\/p>\n

\u2714\ufe0f False Positive Rate<\/p>\n

\u2714\ufe0f F1 score<\/p>\n

\u2714\ufe0f ROC (Receiver Operating Characteristics) curve<\/p>\n

\u2714\ufe0f AUC<\/p>\n

\u2714\ufe0f RMSE<\/p>\n

\u2714\ufe0f R-Squared (R\u00b2)<\/p>\n

If you are planning to become a certified Azure Data Scientist Associate then register for the FREE Class at <\/a>https:\/\/k21academy.com\/dp10002<\/a> <\/strong><\/em><\/p>\n

\"DP-100\"<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

The blog post – https:\/\/k21academy.com\/dp10028 will get an overview of \ud835\udc16\ud835\udc1a\ud835\udc32\ud835\udc2c \ud835\udc13\ud835\udc28 \ud835\udc04\ud835\udc2f\ud835\udc1a\ud835\udc25\ud835\udc2e\ud835\udc1a\ud835\udc2d\ud835\udc1e \ud835\udc0c\ud835\udc1a\ud835\udc1c\ud835\udc21\ud835\udc22\ud835\udc27\ud835\udc1e \ud835\udc0b\ud835\udc1e\ud835\udc1a\ud835\udc2b\ud835\udc27\ud835\udc22\ud835\udc27\ud835\udc20 \ud835\udc0c\ud835\udc28\ud835\udc1d\ud835\udc1e\ud835\udc25 \ud835\udc0f\ud835\udc1e\ud835\udc2b\ud835\udc1f\ud835\udc28\ud835\udc2b\ud835\udc26\ud835\udc1a\ud835\udc27\ud835\udc1c\ud835\udc1e \u27bd The \ud835\udc20\ud835\udc28\ud835\udc1a\ud835\udc25 […]<\/p>\n","protected":false},"author":115,"featured_media":16945,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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