{"id":35477,"date":"2025-02-20T07:58:34","date_gmt":"2025-02-20T02:28:34","guid":{"rendered":"https:\/\/tocxten.com\/?page_id=35477"},"modified":"2025-02-23T15:29:57","modified_gmt":"2025-02-23T09:59:57","slug":"machine-learning-algorithms-2","status":"publish","type":"page","link":"https:\/\/tocxten.com\/index.php\/machine-learning-algorithms-2\/","title":{"rendered":"Machine Learning Algorithms"},"content":{"rendered":"\n<ol class=\"wp-block-list\">\n<li class=\"has-medium-font-size\"><strong>Introduction<\/strong>\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/tocxten.com\/index.php\/2025\/02\/20\/the-role-of-machine-learning-in-modern-technology-need-definition-and-its-interdisciplinary-impact\/\"><strong>The Role of Machine Learning in Modern Technology: Need, Definition, and Its Interdisciplinary Impact<\/strong><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tocxten.com\/index.php\/2025\/02\/20\/machine-learning-algorithms-overview\/\"><strong>Machine Learning: What It Is, How It Works, and Its Types<\/strong><\/a><strong><a href=\"https:\/\/tocxten.com\/index.php\/2025\/02\/20\/machine-learning-algorithms-overview\/\"> <\/a><\/strong><\/li>\n\n\n\n<li><strong><a href=\"https:\/\/tocxten.com\/index.php\/machine-learning-algorithms-2\/\">Challenges of Machine Learning<\/a><\/strong><\/li>\n\n\n\n<li><a href=\"https:\/\/tocxten.com\/index.php\/machine-learning-process\/\"><strong>Machine Learning Process<\/strong><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/tocxten.com\/index.php\/machine-learning-applications\/\"><strong>Machine Learning Applications<\/strong><\/a><\/li>\n<\/ol>\n<\/li>\n\n\n\n<li><strong>Data Analytics and Visualization<\/strong>\n<ul class=\"wp-block-list\">\n<li>Data and Types of Data<\/li>\n\n\n\n<li>Data Analytics <\/li>\n\n\n\n<li>Data Visualization<\/li>\n\n\n\n<li>Feature Engineering <\/li>\n\n\n\n<li>Dimensionality Reduction<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Basic Learning Theory<\/strong>\n<ul class=\"wp-block-list\">\n<li>xxxxxxx<\/li>\n\n\n\n<li>xxxxxxx<\/li>\n\n\n\n<li>xxxxxxx<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Supervised Learning <\/strong>\n<ul class=\"wp-block-list\">\n<li>Regression and classification problems, <\/li>\n\n\n\n<li>Simple linear regression, <\/li>\n\n\n\n<li>Multiple linear regression, <\/li>\n\n\n\n<li>Ridge regression, <\/li>\n\n\n\n<li>Logistic regression, <\/li>\n\n\n\n<li>K-nearest neighbour,<\/li>\n\n\n\n<li>Naive Bayes classifier, <\/li>\n\n\n\n<li>Linear discriminant analysis, <\/li>\n\n\n\n<li>Support vector machine, <\/li>\n\n\n\n<li>Decision trees, <\/li>\n\n\n\n<li>Bias variance trade-off, <\/li>\n\n\n\n<li>Cross-validation methods \n<ul class=\"wp-block-list\">\n<li>Leave-one-out (LOO) cross-validation, <\/li>\n\n\n\n<li>K-folds cross-validation, <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Multi-layer perceptron, <\/li>\n\n\n\n<li>Feed-forward neural network<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Unsupervised Learning<\/strong>\n<ul class=\"wp-block-list\">\n<li>clustering algorithms:\n<ul class=\"wp-block-list\">\n<li>k-means\/k-medoid, <\/li>\n\n\n\n<li>hierarchical clustering, <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>top-down, bottom-up: \n<ul class=\"wp-block-list\">\n<li>single\u0002linkage, multiple-linkage, <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>dimensionality reduction, \n<ul class=\"wp-block-list\">\n<li>principal component analysis.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Semi Supervised Learning<\/strong>\n<ul class=\"wp-block-list\">\n<li>xxxxxxxxxxx<\/li>\n\n\n\n<li>xxxxxxxxxxxxx<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Artificial Neural Network<\/strong>\n<ul class=\"wp-block-list\">\n<li>xxxxxxxxx<\/li>\n\n\n\n<li>xxxxxxxxxx<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li class=\"has-medium-font-size\"><strong>Reinforcement Learning<\/strong>\n<ul class=\"wp-block-list\">\n<li>xxxxxxxxxxx<\/li>\n\n\n\n<li>xxxxxxxxxxxxxx<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-35477","page","type-page","status-publish","hentry"],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/35477","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/comments?post=35477"}],"version-history":[{"count":13,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/35477\/revisions"}],"predecessor-version":[{"id":35626,"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/pages\/35477\/revisions\/35626"}],"wp:attachment":[{"href":"https:\/\/tocxten.com\/index.php\/wp-json\/wp\/v2\/media?parent=35477"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}