{"id":2276,"date":"2023-06-11T07:23:47","date_gmt":"2023-06-11T07:23:47","guid":{"rendered":"https:\/\/staging.ik.academy\/system\/?post_type=tribe_events&#038;p=2276"},"modified":"2023-06-11T07:34:33","modified_gmt":"2023-06-11T07:34:33","slug":"machine-learning-and-ai-support-vector-machines-in-python","status":"publish","type":"tribe_events","link":"https:\/\/staging.ik.academy\/system\/event\/machine-learning-and-ai-support-vector-machines-in-python\/","title":{"rendered":"Machine Learning and AI: Support Vector Machines in Python"},"content":{"rendered":"<ol>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Apply SVMs to practical applications: image recognition, spam detection, medical diagnosis, and regression analysis<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Understand the theory behind SVMs from scratch (basic geometry)<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Use Lagrangian Duality to derive the Kernel SVM<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Understand how Quadratic Programming is applied to SVM<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Support Vector Regression<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Polynomial Kernel, Gaussian Kernel, and Sigmoid Kernel<\/span><\/div>\n<\/div>\n<\/li>\n<li>\n<div class=\"ud-block-list-item ud-block-list-item-small ud-block-list-item-tight ud-block-list-item-neutral ud-text-sm\" data-purpose=\"objective\">\n<div class=\"ud-block-list-item-content\"><span class=\"what-you-will-learn--objective-item--3b4zX\">Build your own RBF Network and other Neural Networks based on SVM<\/span><\/div>\n<\/div>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Apply SVMs to practical applications: image recognition, spam detection, medical diagnosis, and regression analysis Understand the theory behind SVMs from scratch (basic geometry) Use Lagrangian&hellip;<\/p>\n","protected":false},"author":1,"featured_media":2279,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"Tribe__Tickets_Plus__Commerce__WooCommerce__Main","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":[2277],"_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"tags":[],"tribe_events_cat":[135,156,159,158,153,154],"class_list":["post-2276","tribe_events","type-tribe_events","status-publish","has-post-thumbnail","hentry","tribe_events_cat-e-learning-ik","tribe_events_cat-elearning-ik","tribe_events_cat-event-function-ik","tribe_events_cat-hybrid-ik","tribe_events_cat-seminar-ik","tribe_events_cat-small-talk-ik","cat_e-learning-ik","cat_elearning-ik","cat_event-function-ik","cat_hybrid-ik","cat_seminar-ik","cat_small-talk-ik"],"ticketed":["woo"],"_links":{"self":[{"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tribe_events\/2276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tribe_events"}],"about":[{"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/types\/tribe_events"}],"author":[{"embeddable":true,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/comments?post=2276"}],"version-history":[{"count":1,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tribe_events\/2276\/revisions"}],"predecessor-version":[{"id":2280,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tribe_events\/2276\/revisions\/2280"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/media\/2279"}],"wp:attachment":[{"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/media?parent=2276"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tags?post=2276"},{"taxonomy":"tribe_events_cat","embeddable":true,"href":"https:\/\/staging.ik.academy\/system\/wp-json\/wp\/v2\/tribe_events_cat?post=2276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}