{"id":1560,"date":"2021-05-11T20:01:51","date_gmt":"2021-05-11T18:01:51","guid":{"rendered":"http:\/\/iwann.uma.es\/2021\/?page_id=1560"},"modified":"2021-05-11T20:05:11","modified_gmt":"2021-05-11T18:05:11","slug":"tutorial","status":"publish","type":"page","link":"http:\/\/iwann-old.uma.es\/2021\/?page_id=1560","title":{"rendered":"Tutorial"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1560\" class=\"elementor elementor-1560\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e937b3f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e937b3f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3d37367e\" data-id=\"3d37367e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7dbb21d2 elementor-widget elementor-widget-text-editor\" data-id=\"7dbb21d2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h1 style=\"text-align: center;\">Tutorial: Hands-on Introduction to Deep Learning<\/h1><h2 style=\"text-align: center;\">Coach: Ra\u00fal Ben\u00edtez Iglesias<\/h2><h3 style=\"text-align: center;\">Universitat Polit\u00e8cnica de Catalunya<\/h3><h2 style=\"text-align: center;\">Abstract<\/h2><p style=\"text-align: justify;\"><span style=\"color: var( --e-global-color-text ); text-align: left; font-size: 1.6rem;\">The recent emergence of Deep Learning (DL) methods has triggered a change in paradigm in artificial intelligence and pattern recognition applications.\u00a0<\/span><span style=\"color: var( --e-global-color-text ); text-align: left; font-size: 1.6rem;\">In DL, an artificial neural network is used to extract deep features from the data therefore bypassing the need of a custom definition of meaningful\u00a0features by an expert.\u00a0<\/span><span style=\"color: var( --e-global-color-text ); font-size: 1.6rem; text-align: left;\">In the course we will review the main elements and architectures commonly used in image\u00a0classification and object segmentation. We will also cover important aspects such as transfer learning, data augmentation and interpretability methods. The course will be a hands-on introduction to DL in computer vision with step-by-step examples using the cloud Python programming platform google colaboratory\u00a0<\/span><a style=\"font-size: 1.6rem; text-align: left; background-color: #ffffff;\" href=\"http:\/\/colab.research.google.com\/\" target=\"_blank\" rel=\"noopener\">http:\/\/colab.research.google.com\/<\/a><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Tutorial: Hands-on Introduction to Deep Learning Coach: Ra\u00fal Ben\u00edtez Iglesias Universitat Polit\u00e8cnica de Catalunya Abstract The recent emergence of Deep Learning (DL) methods has triggered a change in paradigm in artificial intelligence and pattern recognition applications.\u00a0In DL, an artificial neural network is used to extract deep features from the data therefore bypassing the need of <a href=\"http:\/\/iwann-old.uma.es\/2021\/?page_id=1560\" rel=\"nofollow\"><span class=\"sr-only\">Read more about Tutorial<\/span>[&hellip;]<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/pages\/1560"}],"collection":[{"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1560"}],"version-history":[{"count":5,"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/pages\/1560\/revisions"}],"predecessor-version":[{"id":1574,"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=\/wp\/v2\/pages\/1560\/revisions\/1574"}],"wp:attachment":[{"href":"http:\/\/iwann-old.uma.es\/2021\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}