{"id":14,"date":"2012-05-06T09:30:43","date_gmt":"2012-05-06T06:30:43","guid":{"rendered":"http:\/\/www.eng.biu.ac.il\/goldbej\/?page_id=14"},"modified":"2023-07-31T09:05:52","modified_gmt":"2023-07-31T06:05:52","slug":"courses","status":"publish","type":"page","link":"https:\/\/www.eng.biu.ac.il\/goldbej\/courses\/","title":{"rendered":"Teaching"},"content":{"rendered":"<ul>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/05\/calibration_tutorial.pdf\">Confidence calibration tutorial<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/k_means.pdf\">k-means algorithm<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/MoG.pdf\">Mixture of Gaussians (MoG)<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/PCA.pdf\"> Principal component analysis (PCA)<\/a>\u00a0 <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/PCA.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/LDA.pdf\"> Linear discriminant analysis (LDA) <\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/hmm.pdf\"> Hidden Markov Model (HMM)<\/a> <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/HMM.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/factor.pdf\"> Factor Analysis <\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/kalman.pdf\"> Linear dynamical systems (LDS)<\/a> <a href=\"https:\/\/www.eng.biu.ac.il\/goldbej\/cv\/\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/ekf.pdf\"> Non-Linear dynamical systems <\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/MRF.pdf\"> Markov random fields (MRF)<\/a> <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/MRF.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/Factor_graph.pdf\">Factor graphs<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/BP.pdf\">Belief propagation algorithm <\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/EM.pdf\">Expectation-Maximization (EM) algorithm<\/a> <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/EM.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2019\/01\/VAE.pdf\">Variational AutoEncoder (VAE) <\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/Logistic_regression.pdf\">Logistic regression<\/a> <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/logistic_regression.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/12\/new_CRF.pdf\">Conditional random field (CRF)<\/a> <a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2023\/07\/CRF_slides.pdf\">slides<\/a><\/li>\n<li><a href=\"http:\/\/www.eng.biu.ac.il\/goldbej\/files\/2018\/09\/RBM.pdf\"> Restricted Boltzmann machines (RBM) <\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Confidence calibration tutorial k-means algorithm Mixture of Gaussians (MoG) Principal component analysis (PCA)\u00a0 slides Linear discriminant analysis (LDA) Hidden Markov Model (HMM) slides Factor Analysis Linear dynamical systems (LDS) slides Non-Linear dynamical systems Markov random fields (MRF) slides Factor graphs Belief propagation algorithm Expectation-Maximization (EM) algorithm slides Variational AutoEncoder (VAE) Logistic regression slides Conditional random &hellip; <a href=\"https:\/\/www.eng.biu.ac.il\/goldbej\/courses\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Teaching<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":15,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-14","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/pages\/14"}],"collection":[{"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/comments?post=14"}],"version-history":[{"count":45,"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/pages\/14\/revisions"}],"predecessor-version":[{"id":1830,"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/pages\/14\/revisions\/1830"}],"wp:attachment":[{"href":"https:\/\/www.eng.biu.ac.il\/goldbej\/wp-json\/wp\/v2\/media?parent=14"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}