{"id":117,"date":"2020-08-17T11:43:16","date_gmt":"2020-08-17T14:43:16","guid":{"rendered":"http:\/\/www.cemeai.icmc.usp.br\/4EABDA\/?page_id=117"},"modified":"2021-07-30T15:55:09","modified_gmt":"2021-07-30T18:55:09","slug":"curso-10","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/curso-10\/","title":{"rendered":"Curso X"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"117\" class=\"elementor elementor-117\" data-elementor-settings=\"[]\">\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-3ed9e55 elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"3ed9e55\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eb25f85\" data-id=\"eb25f85\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79e06dc elementor-widget elementor-widget-edu-featured-slider\" data-id=\"79e06dc\" data-element_type=\"widget\" data-widget_type=\"edu-featured-slider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\r\n        <div class=\"feature-slides-wrapper feature-slick-slider\" >\r\n            <div class=\"feature-slider slider-6ae60997612b4\" data-animation=\"up\">\r\n\t\t\t\t<div class=\"elementor-repeater-item-b159737 slick-slide\"><div class=\"feature-slide-bg\"><\/div><div  class=\"feature-slide-inner\"><div class=\"feature-slide-content animated fadeInUp\"><h2 class=\"feature-slide-heading\">Curso X<\/h2><p class=\"feature-slide-description\">Deep Learning: arquiteturas, treinamento e transfer\u00eancia de aprendizado<\/p><\/div><\/div><\/div>            <\/div>\r\n        <\/div>\r\n        <script type=\"text\/javascript\">\r\n            (function($) {\r\n                \"use strict\";\r\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0$('.slider-6ae60997612b4').slick({    \r\n                          \r\n                                    });\r\n            })(jQuery);\r\n        <\/script>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-150722e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"150722e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d413fe1 elementor-section-full_width elementor-hidden-desktop elementor-hidden-tablet elementor-section-height-default elementor-section-height-default\" data-id=\"d413fe1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0f77681\" data-id=\"0f77681\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8d828c elementor-widget elementor-widget-edu-featured-slider\" data-id=\"b8d828c\" data-element_type=\"widget\" data-widget_type=\"edu-featured-slider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\r\n        <div class=\"feature-slides-wrapper feature-slick-slider\" >\r\n            <div class=\"feature-slider slider-6ae6099764e59\" data-animation=\"up\">\r\n\t\t\t\t<div class=\"elementor-repeater-item-b159737 slick-slide\"><div class=\"feature-slide-bg\"><\/div><div  class=\"feature-slide-inner\"><div class=\"feature-slide-content animated fadeInUp\"><h2 class=\"feature-slide-heading\">Curso X<\/h2><p class=\"feature-slide-description\">Deep Learning: arquiteturas, treinamento e transfer\u00eancia de aprendizado<\/p><\/div><\/div><\/div>            <\/div>\r\n        <\/div>\r\n        <script type=\"text\/javascript\">\r\n            (function($) {\r\n                \"use strict\";\r\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0$('.slider-6ae6099764e59').slick({    \r\n                          \r\n                                    });\r\n            })(jQuery);\r\n        <\/script>\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e3b8e9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5e3b8e9\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-332ae7ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"332ae7ca\" 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<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-23c2b954\" data-id=\"23c2b954\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c26bb50 elementor-widget elementor-widget-text-editor\" data-id=\"1c26bb50\" 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<p><!-- wp:shortcode --><\/p>\n<p><strong>Ministrantes:<\/strong>\u00a0<\/p>\n<p>Jo\u00e3o Paulo Papa (UNESP\/Bauru)<br \/>Leandro Aparecido Passos J\u00fanior (UNESP\/Bauru &#8211; Petrobras)<br \/>Danilo Samuel Jodas (UNESP\/Bauru)<br \/>Marcos Cleison Silva Santana (UNESP\/Bauru &#8211; Petrobras)<br \/>Gustavo Henrique de Rosa (UNESP\/Bauru &#8211; Microsoft)<\/p>\n<p><strong>Resumo:<\/strong> Modelos de aprendizado profundo t\u00eam sido aplicados nas mais diversas \u00e1reas do conhecimento, que v\u00e3o desde aplica\u00e7\u00f5es na Medicina e Engenharia at\u00e9 Processamento de Linguagem Natural. Nos \u00faltimos anos, uma mir\u00edade de arquiteturas e t\u00e9cnicas para melhorar o seu treinamento foram propostas, com \u00eanfase em um melhor aproveitamento de hardware e das amostras rotuladas do conjunto de treinamento. Desta forma, \u00e9 imprescind\u00edvel manter-se atualizado com rela\u00e7\u00e3o \u00e0s recentes descobertas na \u00e1rea, principalmente no que diz respeito \u00e0s limita\u00e7\u00f5es de aprendizado impostas pelas bases de dados e funcionamento inerente \u00e0 cada t\u00e9cnica.<\/p>\n<p><strong>Conte\u00fado:<\/strong> Neste curso aprenderemos fundamentos b\u00e1sicos de aprendizado de m\u00e1quina, aprendizado em profundidade, aprendizagem auto-supervisionada, convolu\u00e7\u00f5es transpostas, em profundidade e dilatadas, ajuste fino de redes em profundidade com metaheur\u00edsticas e detec\u00e7\u00e3o de objetos.<\/p>\n<p><strong>Refer\u00eancias:<\/strong><\/p>\n<p>I. Goodfellow and Y. Bengio and A. Courville, &#8220;Deep Learning&#8221;, MIT Press, http:\/\/www.deeplearningbook.org, 2016.<\/p>\n<p>L. Jing and Y. Tian, &#8220;Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey,&#8221; in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109\/TPAMI.2020.2992393.<\/p>\n<p>Fran\u00e7ois Chollet, &#8220;Xception: Deep learning with depthwise separable convolutions&#8221;, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 1251-1258, 2017.<\/p>\n<p>G. Rosa, J. Papa, A. Marana, W. Scheirer, D. Cox, &#8220;Fine-tuning convolutional neural networks using harmony search&#8221;, Iberoamerican Congress on Pattern Recognition &#8211; CIARP, 683-690, 2015.<\/p>\n<p><strong>Mini CV:<\/strong><\/p>\n<p><strong>Jo\u00e3o Paulo Papa <\/strong>possui gradua\u00e7\u00e3o em Sistemas de Informa\u00e7\u00e3o pela Universidade Estadual Paulista &#8220;J\u00falio de Mesquita Filho&#8221; (2002), mestrado em Ci\u00eancia da Computa\u00e7\u00e3o pela Universidade Federal de S\u00e3o Carlos (2005), e doutorado em Ci\u00eancia da Computa\u00e7\u00e3o pela Universidade Estadual de Campinas (2008). Possui, tamb\u00e9m, p\u00f3s-doutorados pela Universidade Estadual de Campinas em 2009 e pela Universidade de Harvard em 2015. Atualmente, \u00e9 membro IEEE senior, research fellow da Funda\u00e7\u00e3o Alexander von Humboldt (Alemanha) e presidente do cap\u00edtulo brasileiro junto \u00e0 Associa\u00e7\u00e3o Internacional de Reconhecimento de Padr\u00f5es.<\/p>\n<p><!-- \/wp:shortcode --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Curso X Deep Learning: arquiteturas, treinamento e transfer\u00eancia de aprendizado Curso X Deep Learning: arquiteturas, treinamento e transfer\u00eancia de aprendizado<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-117","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/comments?post=117"}],"version-history":[{"count":6,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/117\/revisions"}],"predecessor-version":[{"id":242,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/117\/revisions\/242"}],"wp:attachment":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/media?parent=117"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}