{"id":10777,"date":"2020-03-26T12:50:11","date_gmt":"2020-03-26T12:50:11","guid":{"rendered":"http:\/\/blog.bachi.net\/?p=10777"},"modified":"2020-03-26T12:50:11","modified_gmt":"2020-03-26T12:50:11","slug":"machine-learning-models","status":"publish","type":"post","link":"https:\/\/blog.bachi.net\/?p=10777","title":{"rendered":"Machine Learning Models"},"content":{"rendered":"<p>There are four major ML models:<\/p>\n<p>Supervised Machine Learning Algorithms<\/p>\n<ul>\n<li>Linear Regression<\/li>\n<li>Logistic Regression<\/li>\n<li>Random Forest<\/li>\n<li>Gradient Boosted Trees<\/li>\n<li>Support Vector Machines (SVM)<\/li>\n<li>Neural Networks<\/li>\n<li>Decision Trees<\/li>\n<li>Naive Bayes<\/li>\n<li>Nearest Neighbor<\/li>\n<\/ul>\n<p>Semi-supervised Machine Learning Algorithms<\/p>\n<ul>\n<li>Unsupervised Machine Learning Algorithms<\/li>\n<li>k-means clustering<\/li>\n<li>t-SNE (t-Distributed Stochastic Neighbor Embedding)<\/li>\n<li>PCA (Principal Component Analysis)<\/li>\n<li>Association rule<\/li>\n<\/ul>\n<p>Reinforcement Machine Learning Algorithms<\/p>\n<ul>\n<li>Q-Learning<\/li>\n<li>Temporal Difference (TD)<\/li>\n<li>Monte-Carlo Tree Search (MCTS)<\/li>\n<li>Asynchronous Actor-Critic Agents (A3C)<\/li>\n<\/ul>\n<p><a href=\"http:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning.png\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning-300x170.png\" alt=\"\" width=\"300\" height=\"170\" class=\"alignleft size-medium wp-image-10778\" srcset=\"https:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning-300x170.png 300w, https:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning-768x436.png 768w, https:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning-624x354.png 624w, https:\/\/blog.bachi.net\/wp-content\/uploads\/2020\/03\/machine_learning.png 914w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>There are four major ML models: Supervised Machine Learning Algorithms Linear Regression Logistic Regression Random Forest Gradient Boosted Trees Support Vector Machines (SVM) Neural Networks Decision Trees Naive Bayes Nearest Neighbor Semi-supervised Machine Learning Algorithms Unsupervised Machine Learning Algorithms k-means clustering t-SNE (t-Distributed Stochastic Neighbor Embedding) PCA (Principal Component Analysis) Association rule Reinforcement Machine Learning [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10777","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/posts\/10777","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10777"}],"version-history":[{"count":1,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/posts\/10777\/revisions"}],"predecessor-version":[{"id":10779,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=\/wp\/v2\/posts\/10777\/revisions\/10779"}],"wp:attachment":[{"href":"https:\/\/blog.bachi.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10777"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10777"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.bachi.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10777"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}