{"id":2480,"date":"2022-04-07T19:04:51","date_gmt":"2022-04-07T16:04:51","guid":{"rendered":"https:\/\/site.dcae.pub.ro\/?p=2480"},"modified":"2022-04-08T11:56:22","modified_gmt":"2022-04-08T08:56:22","slug":"prelucrarea-informatiei-in-interfete-creier-masina-2","status":"publish","type":"post","link":"https:\/\/etti.upb.ro\/en\/2022\/04\/07\/prelucrarea-informatiei-in-interfete-creier-masina-2\/","title":{"rendered":"Artificial Intelligence and Automatic Learning in Biomedical Systems"},"content":{"rendered":"<p><strong>Course Holder<\/strong>: Prof. dr. eng. Bogdan IONESCU<br><strong>Laboratory holder<\/strong>: Prof. dr. eng. Bogdan IONESCU<\/p>\n\n\n\n<p>The course aims to familiarize students with the concept of machine learning applied to biomedical problems. General introduction to the concept and existing paradigms, concrete medical applications and available software utilities. Explanation of processing and representation techniques for input data, related content descriptors, data normalization and decorrelation. Classical supervised classification techniques, such as Support Vector Machines or Random Forests, are introduced. Perspectives on neural network classification techniques are also presented, from simple architectures such as Multi-Layer Perceptrons to deep Convolutional Neural Networks architectures. Finally, the problem of evaluating the performance of learning systems is addressed. Classification systems are exemplified in specific applications ranging from the detection and monitoring of neurodegenerative disorders such as Parkinson's or Alzheimer's, to the analysis of epileptic seizures and sleep disorders.)<\/p>","protected":false},"excerpt":{"rendered":"<p>Titular Curs: Prof. dr. ing. Bogdan IONESCUTitular laborator: Prof. dr. ing. Bogdan IONESCU Cursul are ca scop familiarizarea studen\u021bilor cu conceptul de \u00eenv\u0103\u021bare automat\u0103 aplicat problemelor biomedicale. Introducerea general\u0103 a conceptului \u0219i a paradigmelor existente, a aplica\u021biilor medicale concrete \u0219i a utilitarelor software disponibile. Explicarea tehnicilor de prelucrare \u0219i reprezentare a datelor de intrare, descriptori de con\u021binut aferen\u021bi acestora, normalizarea [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":2501,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[45,165,38],"tags":[],"class_list":["post-2480","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-eim","category-eim-semestrul-ii","category-master-cursuri"],"acf":[],"featured_image_src":"https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp","author_info":{"display_name":"\u021aar\u0103lung\u0103 Drago\u0219 Daniel","author_link":"https:\/\/etti.upb.ro\/en\/author\/dragos-taralunga\/"},"uagb_featured_image_src":{"full":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"thumbnail":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-150x150.webp",150,150,true],"medium":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-256x300.webp",256,300,true],"medium_large":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"large":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"elegant_blocks_team_1":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"elegant_blocks_blog_1":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"elegant_blocks_slider_1":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"1536x1536":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"2048x2048":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"trp-custom-language-flag":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-10x12.webp",10,12,true],"bizberg_medium":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-300x300.webp",300,300,true],"bizberg_gallery":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"bizberg_blog_list":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-300x240.webp",300,240,true],"bizberg_detail_image":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"bizberg_portfolio_homepage":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false],"bizberg_blog_list_no_sidebar_1":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic-220x190.webp",220,190,true],"bizberg_detail_image_no_sidebar":["https:\/\/etti.upb.ro\/wp-content\/uploads\/2022\/04\/EIM-3mic.webp",300,351,false]},"uagb_author_info":{"display_name":"\u021aar\u0103lung\u0103 Drago\u0219 Daniel","author_link":"https:\/\/etti.upb.ro\/en\/author\/dragos-taralunga\/"},"uagb_comment_info":0,"uagb_excerpt":"Titular Curs: Prof. dr. ing. Bogdan IONESCUTitular laborator: Prof. dr. ing. Bogdan IONESCU Cursul are ca scop familiarizarea studen\u021bilor cu conceptul de \u00eenv\u0103\u021bare automat\u0103 aplicat problemelor biomedicale. Introducerea general\u0103 a conceptului \u0219i a paradigmelor existente, a aplica\u021biilor medicale concrete \u0219i a utilitarelor software disponibile. Explicarea tehnicilor de prelucrare \u0219i reprezentare a datelor de intrare, descriptori&hellip;","_links":{"self":[{"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/posts\/2480","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/comments?post=2480"}],"version-history":[{"count":2,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/posts\/2480\/revisions"}],"predecessor-version":[{"id":2482,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/posts\/2480\/revisions\/2482"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/media\/2501"}],"wp:attachment":[{"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/media?parent=2480"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/categories?post=2480"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/etti.upb.ro\/en\/wp-json\/wp\/v2\/tags?post=2480"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}