{"id":863,"date":"2020-01-24T15:50:52","date_gmt":"2020-01-24T17:50:52","guid":{"rendered":"https:\/\/escoladeverao.com.br\/2020\/?p=863"},"modified":"2020-02-17T08:29:47","modified_gmt":"2020-02-17T11:29:47","slug":"hiperparametros","status":"publish","type":"post","link":"https:\/\/escoladeverao.com.br\/2020\/curso\/hiperparametros","title":{"rendered":"Otimiza\u00e7\u00e3o de Hiperpar\u00e2metros"},"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\">A \u00e1rea da Intelig\u00eancia Computacional conta com uma grande diversidade de abordagens, que se caracterizam pelos seus do modelos de conhecimento (a forma como o conhecimento \u00e9 representado), m\u00e9todos de aprendizado (a forma como os par\u00e2metros do modelo s\u00e3o estimados a partir dos dados para serem armazenados nos modelos de conhecimento) e m\u00e9todos de infer\u00eancia ( como o modelo treinado \u00e9 utilizado para novos dados). Todos esses componentes possuem hiperpar\u00e2metros, ou par\u00e2metros que guiam a estima\u00e7\u00e3o e utiliza\u00e7\u00e3o dos par\u00e2metros, que t\u00eam grande impacto na acur\u00e1cia final dos modelos. Esse minicurso tem como objetivo apresentar as principais t\u00e9cnicas de otimiza\u00e7\u00e3o de hiperpar\u00e2metros aplicadas \u00e0 modelos diversos de intelig\u00eancia computacional.<\/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 e Matem\u00e1tica de n\u00edvel superior<\/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>28 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>Laborat\u00f3rio de Inform\u00e1tica &#8211; CCET &#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\" href=\"\/2020\/carrinho?add-to-cart=895\" id=\"61\"><span class=\"fusion-button-text awb-button__text awb-button__text--default\">INSCRI\u00c7\u00c3O<\/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":1147,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-863","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\/863","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=863"}],"version-history":[{"count":4,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts\/863\/revisions"}],"predecessor-version":[{"id":3139,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/posts\/863\/revisions\/3139"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/media\/1147"}],"wp:attachment":[{"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/media?parent=863"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/categories?post=863"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/escoladeverao.com.br\/2020\/wp-json\/wp\/v2\/tags?post=863"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}