{"id":616,"date":"2021-06-18T10:45:35","date_gmt":"2021-06-18T10:45:35","guid":{"rendered":"https:\/\/www.drssridhar.com\/?page_id=616"},"modified":"2024-03-15T18:00:33","modified_gmt":"2024-03-15T18:00:33","slug":"ml","status":"publish","type":"page","link":"https:\/\/www.drssridhar.com\/?page_id=616","title":{"rendered":"Machine Learning"},"content":{"rendered":"\n<figure class=\"wp-block-video aligncenter\"><video controls src=\"https:\/\/www.drssridhar.com\/wp-content\/uploads\/2021\/03\/promovideo.mp4\"><\/video><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"7250\" height=\"4750\" src=\"https:\/\/www.drssridhar.com\/wp-content\/uploads\/2021\/03\/ML_cover_Corrected.png\" alt=\"\" class=\"wp-image-512\" srcset=\"https:\/\/www.drssridhar.com\/wp-content\/uploads\/2021\/03\/ML_cover_Corrected.png 7250w, https:\/\/www.drssridhar.com\/wp-content\/uploads\/2021\/03\/ML_cover_Corrected-300x197.png 300w\" sizes=\"auto, (max-width: 7250px) 100vw, 7250px\" \/><\/figure>\n\n\n\n<p style=\"text-align:justify;\">This book on Machine learning is designed as a textbook for undergraduate and postgraduate engineering and management students who opt for machine learning as their core or elective subject. The book provides comprehensive coverage of the fundamentals of machine learning. It is also useful for Engineering professionals and IT employees to understand the basics of machine learning.<\/p>\n\n\n\n<p style=\"text-align:justify;\">Spread over 16 chapters, the book starts with an overview of machine learning and followed by a discussion on the need for understanding data and necessary mathematics. The book then discusses about the basics of learning theory, regression analysis, decision tree, decision rule-based classification algorithms. It provides introduction to Bayesian learning and Probabilistic graphic models. Important topics like support vector machines, clustering, reinforcement algorithms and genetic algorithms are discussed in depth. The book ends with the latest developments in deep learning.<\/p>\n\n\n\n<p style=\"text-align:justify;\">The book strikes a perfect balance between theoretical and mathematical exposition, with several numerical examples, review questions, and Python programs.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-buttons is-horizontal is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-499968f5 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.drssridhar.com\/wp-content\/uploads\/2024\/03\/ML-ToC.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">ToC<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.drssridhar.com\/?page_id=717\" target=\"_blank\" rel=\"noreferrer noopener\">Crosswords<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.drssridhar.com\/?page_id=1083\" target=\"_blank\" rel=\"noreferrer noopener\">Instructor Manual<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.drssridhar.com\/?page_id=1053\" target=\"_blank\" rel=\"noreferrer noopener\">Lab Manual<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.drssridhar.com\/?page_id=698\" target=\"_blank\" rel=\"noreferrer noopener\">PPT<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.amazon.in\/dp\/0190127279\/ref=cm_sw_r_wa_apa_glc_fabc_A8SFWFFT25WG3VVFQ5S9\" target=\"_blank\" rel=\"noreferrer noopener\">Buy<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:68px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-embed-pdf-viewer-pdf wp-block-embed-pdf-viewer-pdf__content-wrapper aligncenter\"><object class=\"embed-pdf-viewer\" data=\"https:\/\/www.drssridhar.com\/wp-content\/uploads\/2024\/03\/ML-ToC.pdf#scrollbar=1&amp;toolbar=1\" type=\"application\/pdf\" height=\"835\" width=\"835\" title=\"\"><\/object><iframe loading=\"lazy\" class=\"embed-pdf-viewer\" src=\"https:\/\/docs.google.com\/viewer?url=https%3A%2F%2Fwww.drssridhar.com%2Fwp-content%2Fuploads%2F2024%2F03%2FML-ToC.pdf&amp;embedded=true\" frameborder=\"0\" height=\"835\" width=\"835\" title=\"\"><\/iframe><\/figure>\n ","protected":false},"excerpt":{"rendered":"<p>This book on Machine learning is designed as a textbook for undergraduate and postgraduate engineering and management students who opt for machine learning as their core or elective subject. The book provides comprehensive coverage of the fundamentals of machine learning. It is also useful for&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":151,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"class_list":["post-616","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/pages\/616","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=616"}],"version-history":[{"count":15,"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/pages\/616\/revisions"}],"predecessor-version":[{"id":1304,"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/pages\/616\/revisions\/1304"}],"up":[{"embeddable":true,"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=\/wp\/v2\/pages\/151"}],"wp:attachment":[{"href":"https:\/\/www.drssridhar.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}