{"id":348,"date":"2019-05-18T11:43:52","date_gmt":"2019-05-18T09:43:52","guid":{"rendered":"https:\/\/www.lamsade.dauphine.fr\/wp\/iasd\/?page_id=348"},"modified":"2019-05-18T11:43:52","modified_gmt":"2019-05-18T09:43:52","slug":"apprentissage-automatique-avance","status":"publish","type":"page","link":"https:\/\/www.masteriasd.eu\/en\/programme\/options\/apprentissage-automatique-avance\/","title":{"rendered":"Advanced Machine Learning"},"content":{"rendered":"<p>This research-oriented module will focus on advanced machine learning algorithms Probabilistic and Bayesian Machine Learning<br \/>\nBayesian linear regression<br \/>\nGaussian Processes (i.e. kernelized Bayesian linear regression)<br \/>\nApproximate Bayesian Inference<br \/>\nLatent Dirichlet Allocation<br \/>\nBeyond the supervised\/unsupervised learning problems<br \/>\nSemi-supervised learning<br \/>\nDensity-gap based methods<br \/>\nManifold based methods<br \/>\nActive learning<br \/>\nSelective sampling<br \/>\nDisagreement region coefficient<br \/>\nSparse models<br \/>\nAdvanced Deep learning Techniques<br \/>\nGenerative Learning<br \/>\nDenoising auto-encoders<br \/>\nVariational Auto-Encoders<br \/>\nGANs<br \/>\nLearning representations<br \/>\nWord2vec, graph embeddings, \u2026<br \/>\nRandomized algorithms<br \/>\nRandom projections, LSH<br \/>\nPrimal methods for kernel classifiers (random kitchen sinks)<\/p>","protected":false},"excerpt":{"rendered":"<p>This research-oriented module will focus on advanced machine learning algorithms Probabilistic and Bayesian Machine Learning Bayesian linear regression Gaussian Processes (i.e. kernelized Bayesian linear regression) Approximate Bayesian Inference Latent Dirichlet Allocation Beyond the supervised\/unsupervised learning problems Semi-supervised learning Density-gap based methods Manifold based methods Active learning Selective sampling Disagreement region [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":145,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-348","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/pages\/348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/comments?post=348"}],"version-history":[{"count":0,"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/pages\/348\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/pages\/145"}],"wp:attachment":[{"href":"https:\/\/www.masteriasd.eu\/en\/wp-json\/wp\/v2\/media?parent=348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}