{"id":2667,"date":"2024-09-12T10:07:57","date_gmt":"2024-09-12T10:07:57","guid":{"rendered":"https:\/\/courskhana.com\/?post_type=courses&#038;p=2667"},"modified":"2024-09-12T10:08:17","modified_gmt":"2024-09-12T10:08:17","slug":"machine_learning","status":"publish","type":"courses","link":"https:\/\/courskhana.com\/ar\/courses\/machine_learning\/","title":{"rendered":"Machine learning \u2013 Biruni"},"content":{"rendered":"<p>This course provides a comprehensive introduction to Machine Learning, focusing on core algorithms and essential data preprocessing techniques. Designed for both beginners and intermediate learners, the course covers foundational algorithms like Linear Regression, K-Nearest Neighbors (KNN), Decision Trees, Random Forests, and Neural Networks.<\/p>\n<p><strong>Key Topics:<\/strong><\/p>\n<ul>\n<li><strong>Linear Regression<\/strong>: Understanding relationships in data and making predictions.<\/li>\n<li><strong>K-Nearest Neighbors (KNN)<\/strong>: A simple, effective classification algorithm based on proximity.<\/li>\n<li><strong>Decision Trees and Random Forests<\/strong>: Intuitive models for classification and regression, including ensemble methods for improving accuracy.<\/li>\n<li><strong>Neural Networks<\/strong>: Building blocks of modern AI, with practical applications in pattern recognition and complex data processing.<\/li>\n<li><strong>Data Preprocessing<\/strong>: Techniques such as normalization, feature scaling, and handling missing data to prepare datasets for model training.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>This course provides a comprehensive introduction to Machine Learning, focusing on core algorithms and essential data preprocessing techniques. Designed for both beginners and intermediate learners,&hellip;<\/p>","protected":false},"author":298,"featured_media":2668,"template":"","course-category":[112],"course-tag":[129,107],"class_list":["post-2667","courses","type-courses","status-publish","has-post-thumbnail","hentry","course-category-engineering","course-tag-cy","course-tag-tr"],"_links":{"self":[{"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/courses\/2667","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/users\/298"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/media\/2668"}],"wp:attachment":[{"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/media?parent=2667"}],"wp:term":[{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/course-category?post=2667"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/courskhana.com\/ar\/wp-json\/wp\/v2\/course-tag?post=2667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}