{"id":1731,"date":"2019-11-30T09:07:21","date_gmt":"2019-11-30T09:07:21","guid":{"rendered":"https:\/\/mielesproject.org\/?p=1731"},"modified":"2019-11-30T09:07:21","modified_gmt":"2019-11-30T09:07:21","slug":"mieles-modules-machine-learning","status":"publish","type":"post","link":"https:\/\/www.ub.edu\/mielesproject\/2019\/11\/30\/mieles-modules-machine-learning\/","title":{"rendered":"MIELES Modules &#8211; Machine Learning"},"content":{"rendered":"<h1 style=\"text-align: center;\"><strong>Machine Learning<\/strong><\/h1>\n<p style=\"text-align: center;\"><strong><em>By Prof. Dr. Carl Gustaf Jansson <\/em><\/strong><\/p>\n<p style=\"text-align: center;\"><strong><em>KTH Royal Insitute of technology in Stockholm<\/em><\/strong><\/p>\n<h2><a href=\"https:\/\/www.youtube.com\/playlist?list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB\">Week 1<\/a><\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=3K-brbmezjw&amp;list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB&amp;index=2&amp;t=153s\"><br \/>\nIntroduction to the Machine Learning Course<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=zoz7XcD3x4Y&amp;list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB&amp;index=2\"><br \/>\nFoundation of Artificial Intelligence and Machine Learning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=HsAkgfxUYdg&amp;list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB&amp;index=3\"><br \/>\nIntelligent Autonomous Systems and Artificial Intelligence<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=T8ECUahvDW8&amp;list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB&amp;index=4\"><br \/>\nApplications of Machine Learning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=q-nBATyJ31c&amp;list=PL4np5mvljbFtS9Evc8715EnGcSrKGvJlB&amp;index=5\"><br \/>\nTutorial for week01<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 2<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=YamVebnnstY&amp;list=PL4np5mvljbFtFPkUABDKQyJcuRK54CTdd&amp;index=2&amp;t=12s\"><br \/>\nCharacterization of Learning Problems<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=S2sddC7nRZQ&amp;list=PL4np5mvljbFtFPkUABDKQyJcuRK54CTdd&amp;index=2\"><br \/>\nObjects, Categories and Features<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=DKedPa6OJjQ&amp;list=PL4np5mvljbFtFPkUABDKQyJcuRK54CTdd&amp;index=3\"><br \/>\nFeature related issues<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=zay1LGweaEI&amp;list=PL4np5mvljbFtFPkUABDKQyJcuRK54CTdd&amp;index=4\"><br \/>\nScenarios for Concept Learning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=MJ365O7gt5M&amp;list=PL4np5mvljbFtFPkUABDKQyJcuRK54CTdd&amp;index=5\"><br \/>\nTutorial for week02<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 3<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=wzgQQWz1jYQ&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=1\"><br \/>\nForms of Representation<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=V1z8yZPIwW0&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=2\"><br \/>\nDecision Trees<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=7xdVDACbdS8&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=4\"><br \/>\nBayes (ian) Belief Networks<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=YfUoV_mI1BE&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=4\"><br \/>\nArtificial Neural Networks<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ybdNlZ033lQ&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=5\"><br \/>\nGenetic algorithm<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ZKu8vTXvECE&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=6\"><br \/>\nLogic Programming<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=cZs-AGNj85c&amp;list=PL4np5mvljbFsEvnTyQqwx1kCnFnVr9DC6&amp;index=7\"><br \/>\nTutorial for week03<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 4<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=0zbxK3Zm9Cs&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO\"><br \/>\nInductive Learning based on Symbolic Representations and Weak Theories<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=yLU2yw3ZG8A&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=2\"><br \/>\nGeneralization as Search &#8211; Part 01<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=N1zg1zduN34&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=3\"><br \/>\nGeneralization as Search &#8211; Part 02<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Ppur39zAspk&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=4\"><br \/>\nDecision Tree Learning Algorithms &#8211; Part 01<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=LdZwupGyn0g&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=5\"><br \/>\nDecision Tree Learning Algorithms &#8211; Part 02<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=VkJs7-58BIo&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=6\"><br \/>\nInstance Based Learning &#8211; Part 01<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=e0yzRAiVsUo&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=7\"><br \/>\nInstance Based Learning &#8211; Part 02<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=8chzDQWHriA&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=8\"><br \/>\nCluster Analysis<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=szKDRjDueDc&amp;list=PL4np5mvljbFvqkNyYz1RZ0XvfXwpx_HKO&amp;index=9\"><br \/>\nTutorial for week04<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 5<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bCVxNDif3MM&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q\"><br \/>\nMachine Learning enabled by Prior Theories<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=uMpHlRhtp-I&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=2\"><br \/>\nExplanation Based Learning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=K_QyNRFhnqk&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=3\"><br \/>\nInductive Logic Programming<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=4Zribo-M8Qw&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=4\"><br \/>\nReinforcement Learning &#8211; Part 01 Introduction<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Ae-b20KwQW0&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=5\"><br \/>\nReinforcement Learning &#8211; Part 02 Learning Algorithms<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PDicNrLfhSY&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=6\"><br \/>\nReinforcement Learning &#8211; Part 03 Q &#8211; Learning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=wiG-Z3-RwNo&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=7\"><br \/>\nCase &#8211; Based Reasoning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=M3akZmPohlY&amp;list=PL4np5mvljbFtrIjTP2WSF_jgdnI64YO2q&amp;index=8\"><br \/>\nTutorial for week05<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 6<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=A9lL1modCn4&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW\"><br \/>\nFundamentals of Artificial Neural Networks &#8211; Part1<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ZGb_EM51Nu4&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=2\"><br \/>\nFundamentals of Artificial Neural Networks &#8211; Part2<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=27khz8YPEOM&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=3\"><br \/>\nPerceptrons<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=BJQYM4PNa3I&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=4\"><br \/>\nModel of Neuron in an ANN<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=w9W0YNT3Isg&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=5\"><br \/>\nLearning in a Feed Forward Multiple Layer ANN &#8211; Backpropagation<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ywObW3gnFVg&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=6\"><br \/>\nRecurrent Neural Networks<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=hDs1iaIqYF0&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=7\"><br \/>\nHebbian Learning and Associative Memory<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=aCMb-QqJQvA&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=8\"><br \/>\nHopfield Networks and Boltzman Machines &#8211; Part 1<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=WXSOhZDFG6s&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=9\"><br \/>\nHopfield Networks and Boltzman Machines &#8211; Part 2<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=pwMWpRDNybA&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=10\"><br \/>\nConvolutional Neural Networks &#8211; Part 1<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=0kcmgsxZ0Cg&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=11\"><br \/>\nConvolutional Neural Networks &#8211; Part 2<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Lnuce-tBu2g&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=12\"><br \/>\nDeepLearning<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=jA8NRXjjNCM&amp;list=PL4np5mvljbFvohVti448ywzqG_MXFy5uW&amp;index=13\"><br \/>\nAssignments for week06<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 7<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=jTr4CzieTbE&amp;list=PL4np5mvljbFtgYgnK_wsuEQxvzC3XlmYp&amp;index=1\"><br \/>\nTools and Resources<br \/>\n<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=AlCuK136hSY&amp;list=PL4np5mvljbFtgYgnK_wsuEQxvzC3XlmYp&amp;index=2\"><br \/>\nInterdisciplinary Inspiration<br \/>\n<\/a><\/li>\n<\/ul>\n<h2>Week 8<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=BviU1E96hpE&amp;list=PL4np5mvljbFu73ScEED4VueGAAyL3HUBf\"><br \/>\nPreparation for Exam and Example of Applications<br \/>\n<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning By Prof. Dr. Carl Gustaf Jansson KTH Royal Insitute of technology in Stockholm Week 1 Introduction to the Machine Learning Course Foundation of Artificial Intelligence and Machine Learning Intelligent Autonomous Systems and Artificial Intelligence Applications of Machine Learning Tutorial for week01 Week 2 Characterization of Learning Problems Objects, Categories and Features Feature related [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1768,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1731","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/posts\/1731","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/comments?post=1731"}],"version-history":[{"count":0,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/posts\/1731\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/media?parent=1731"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/categories?post=1731"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ub.edu\/mielesproject\/wp-json\/wp\/v2\/tags?post=1731"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}