{"id":745,"date":"2020-01-24T12:02:53","date_gmt":"2020-01-24T14:02:53","guid":{"rendered":"https:\/\/escoladeverao.com.br\/2020\/?p=745"},"modified":"2020-02-17T08:27:29","modified_gmt":"2020-02-17T11:27:29","slug":"redesneurais","status":"publish","type":"post","link":"https:\/\/escoladeverao.com.br\/2020\/curso\/redesneurais","title":{"rendered":"Redes Neurais Convolucionais"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.666666666667%;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:10px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Descri\u00e7\u00e3o<\/h1><\/div><div class=\"fusion-text fusion-text-1\"><div class=\"freebirdFormviewerViewFormContent\">\n<div class=\"freebirdFormviewerViewItemList\" role=\"list\">\n<div class=\"freebirdFormviewerViewNumberedItemContainer\">\n<div class=\"freebirdFormviewerViewItemsItemItem freebirdFormviewerViewItemsTextTextItem\" role=\"listitem\" data-required=\"true\" data-item-id=\"1658724192\">\n<div class=\"freebirdFormviewerViewItemsTextTextItemContainer\">\n<div class=\"freebirdFormviewerViewItemsTextLongText freebirdFormviewerViewItemsTextDisabledText freebirdThemedInput\">\n<div class=\"freebirdFormviewerViewFormContent\">\n<div class=\"freebirdFormviewerViewItemList\" role=\"list\">\n<div class=\"freebirdFormviewerViewNumberedItemContainer\">\n<div class=\"freebirdFormviewerViewItemsItemItem freebirdFormviewerViewItemsTextTextItem\" role=\"listitem\" data-required=\"true\" data-item-id=\"1658724192\">\n<div class=\"freebirdFormviewerViewItemsTextTextItemContainer\">\n<div class=\"freebirdFormviewerViewItemsTextLongText freebirdFormviewerViewItemsTextDisabledText freebirdThemedInput\">Nos \u00faltimos anos a ci\u00eancia testemunhou o surgimento de uma s\u00e9rie de novas arquiteuras de Redes Neurais Artificiais, cujos impressionantes resultados nas mais diversas \u00e1reas &#8211; como vis\u00e3o computacional, processamento de linguagem natural e redes complexas &#8211; trouxe \u00e0 tona o conceito de Aprendizado Profundo (Deep Learning). Dentre essas arquiteturas, as Redes Neurais Convolucionais destacam-se pela introdu\u00e7\u00e3o de camadas trein\u00e1veis de extra\u00e7\u00e3o de caracter\u00edsticas, integradas \u00e0s camadas tradicionais de RNA. Al\u00e9m dessa inova\u00e7\u00e3o, outros tipos de camadas, fun\u00e7\u00f5es de ativa\u00e7\u00e3o e t\u00e9cnicas de treinamento foram desenvolvidas. O presente minicurso tem como objetivo introduzir as principais t\u00e9cnicas presentes na literatura, compreendendo desde os fundamentos te\u00f3ricos at\u00e9 sua implementa\u00e7\u00e3o de alto n\u00edvel, usando a linguagem de programa\u00e7\u00e3o Python e a biblioteca Keras.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:10px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Pr\u00e9-requisitos<\/h1><\/div><div class=\"fusion-text fusion-text-2\"><div class=\"freebirdFormviewerViewFormContent\">\n<div class=\"freebirdFormviewerViewItemList\" role=\"list\">\n<div class=\"freebirdFormviewerViewNumberedItemContainer\">\n<div class=\"freebirdFormviewerViewItemsItemItem freebirdFormviewerViewItemsTextTextItem\" role=\"listitem\" data-required=\"true\" data-item-id=\"1658724192\">\n<div class=\"freebirdFormviewerViewItemsTextTextItemContainer\">\n<div class=\"freebirdFormviewerViewItemsTextLongText freebirdFormviewerViewItemsTextDisabledText freebirdThemedInput\">\n<div class=\"freebirdFormviewerViewNumberedItemContainer\">\n<div class=\"freebirdFormviewerViewItemsItemItem freebirdFormviewerViewItemsTextTextItem\" role=\"listitem\" data-required=\"true\" data-item-id=\"498543189\">\n<div class=\"freebirdFormviewerViewItemsTextTextItemContainer\">\n<div class=\"freebirdFormviewerViewItemsTextLongText freebirdFormviewerViewItemsTextDisabledText freebirdThemedInput\">\n<div class=\"freebirdFormviewerViewNumberedItemContainer\">\n<div class=\"freebirdFormviewerViewItemsItemItem freebirdFormviewerViewItemsTextTextItem\" role=\"listitem\" data-required=\"true\" data-item-id=\"498543189\">\n<div class=\"freebirdFormviewerViewItemsTextTextItemContainer\">\n<div class=\"freebirdFormviewerViewItemsTextLongText freebirdFormviewerViewItemsTextDisabledText freebirdThemedInput\">Fundamentos da linguagem de programa\u00e7\u00e3o Python.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:10px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Datas e hor\u00e1rios<\/h1><\/div><div class=\"fusion-text fusion-text-3\"><p>07 de fevereiro, das 14h00 \u00e0s 18h00<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:10px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Local<\/h1><\/div><div class=\"fusion-text fusion-text-4\"><p>PPGMCS &#8211; UNIMONTES<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-bottom:10px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Valor<\/h1><\/div><div class=\"fusion-text fusion-text-5\"><p>R$ 10<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div style=\"text-align:left;\"><a class=\"fusion-button button-flat fusion-button-default-size button-default fusion-button-default button-1 fusion-button-default-span fusion-button-default-type\" style=\"--button_text_transform:uppercase;\" target=\"_self\" id=\"61\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">ESGOTADO<\/span><\/a><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.333333333333%;--awb-margin-top-large:0px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.8399999999999%;--awb-width-medium:33.333333333333%;--awb-spacing-right-medium:5.76%;--awb-spacing-left-medium:3.8399999999999%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-center fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:#000000;\"><h1 class=\"fusion-title-heading title-heading-center\" style=\"margin:0;\">Professor<\/h1><\/div><div class=\"fusion-separator fusion-has-icon\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:0px;margin-bottom:30px;width:100%;max-width:70%;\"><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;border-color:#e0dede;border-top-width:1px;\"><\/div><span class=\"icon-wrapper\" style=\"border-color:transparent;font-size:15px;width: 1.75em; height: 1.75em;border-width:1px;padding:1px;margin-top:-0.5px\"><i class=\"fa-chalkboard-teacher fas\" style=\"font-size: inherit;color:#e0dede;\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-separator-border sep-single sep-solid\" style=\"--awb-height:20px;--awb-amount:20px;border-color:#e0dede;border-top-width:1px;\"><\/div><\/div><div class=\"fusion-text fusion-text-6\"><h2 style=\"text-align: center;\">Petr\u00f4nio C\u00e2ndido de Lima e Silva<\/h2>\n<\/div><div class=\"fusion-image-element \" style=\"text-align:center;--awb-max-width:90%;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-dropshadow imageframe-1 hover-type-none\" style=\"border:5px solid #f6f6f6;-webkit-box-shadow: 3px 3px 7px rgba(0,0,0,0.3);box-shadow: 3px 3px 7px rgba(0,0,0,0.3);\"><img decoding=\"async\" width=\"220\" height=\"306\" title=\"petronio\" src=\"https:\/\/escoladeverao.com.br\/2020\/wp-content\/uploads\/petronio.jpg\" alt class=\"img-responsive wp-image-747\" srcset=\"https:\/\/escoladeverao.com.br\/2020\/wp-content\/uploads\/petronio-200x278.jpg 200w, https:\/\/escoladeverao.com.br\/2020\/wp-content\/uploads\/petronio.jpg 220w\" sizes=\"(max-width: 640px) 100vw, 220px\" \/><\/span><\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:30px;width:100%;\"><\/div><div class=\"fusion-text fusion-text-7\"><p>Possui gradua\u00e7\u00e3o em Sistemas de Informa\u00e7\u00e3o pelo Instituto Educacional Santo Agostinho (2005), Mestrado em Inform\u00e1tica pela PUC\/MG (2010) e Doutorado em Intelig\u00eancia Computacional no PPGEE\/UFMG (2019) onde tamb\u00e9m integra o MINDS \u2013 Machine Intelligence and Data Science Laboratory. \u00c9 professor no Instituto Federal Do Norte De Minas \u2013 IFNMG, atuando nos cursos de Tecnologia em An\u00e1lise e Desenvolvimento de Sistemas e no Bacharelado em Sistemas de Informa\u00e7\u00e3o. Tem experi\u00eancia nas \u00e1reas de Ci\u00eancia de Dados, Aprendizado de M\u00e1quina, Data Warehousing e Dados Abertos. \u00c9 integrante e um dos fundadores do  \u2013 Grupo de Pesquisa em Ci\u00eancia de Dados e Intelig\u00eancia Computacional do IFNMG.<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":1151,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-745","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sem-categoria"],"_links":{"self":[{"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts\/745","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/comments?post=745"}],"version-history":[{"count":8,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts\/745\/revisions"}],"predecessor-version":[{"id":3115,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts\/745\/revisions\/3115"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/media\/1151"}],"wp:attachment":[{"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/media?parent=745"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/categories?post=745"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/tags?post=745"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}