{"id":114,"date":"2020-08-17T11:43:09","date_gmt":"2020-08-17T14:43:09","guid":{"rendered":"http:\/\/www.cemeai.icmc.usp.br\/4EABDA\/?page_id=114"},"modified":"2021-07-30T15:42:49","modified_gmt":"2021-07-30T18:42:49","slug":"curso-5","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/curso-5\/","title":{"rendered":"Curso V"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"114\" class=\"elementor elementor-114\" 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-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-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-69e01b02d47d0\" 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 V<\/h2><p class=\"feature-slide-description\">T\u00e9cnicas e M\u00e9tricas para Avalia\u00e7\u00e3o de T\u00e9cnicas de Aprendizado de M\u00e1quina<\/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-69e01b02d47d0').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-4b581ff elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"4b581ff\" 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-2862970\" data-id=\"2862970\" 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-d4b076e elementor-widget elementor-widget-edu-featured-slider\" data-id=\"d4b076e\" 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-69e01b02d5750\" 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 V<\/h2><p class=\"feature-slide-description\">T\u00e9cnicas e M\u00e9tricas para Avalia\u00e7\u00e3o de T\u00e9cnicas de Aprendizado de M\u00e1quina<\/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-69e01b02d5750').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-841941b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"841941b\" 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<!-- wp:shortcode -->\n<p><strong>Minstrante:<\/strong> Thiago Bianchi<\/p>\n<p><strong>Resumo:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">A ado\u00e7\u00e3o de t\u00e9cnicas de aprendizado de m\u00e1quina tem crescido ao longo dos \u00faltimos anos. Nas grandes empresas avaliar qual a melhor t\u00e9cnica de aprendizado de m\u00e1quina para resolver um determinado problema de neg\u00f3cio \u00e9 um passo cr\u00edtico a fim de obter um modelo com boa capacidade de generaliza\u00e7\u00e3o. Para isso, faz-se necess\u00e1rio elencar t\u00e9cnicas e m\u00e9tricas de avalia\u00e7\u00e3o com o objetivo de selecionar n\u00e3o s\u00f3 a t\u00e9cnica de aprendizado de m\u00e1quina mais adequada, mas tamb\u00e9m sua parameteriza\u00e7\u00e3o ideal. Nesse curso, apresentarei o fundamento desde os aspectos te\u00f3ricos at\u00e9 a apresenta\u00e7\u00e3o de exemplos pr\u00e1ticos.<\/span><\/p>\n<p><strong>Conte\u00fado:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Dilema vi\u00e9s-vari\u00e2ncia<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Overfitting e Underfitting<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; T\u00e9cnicas de avalia\u00e7\u00e3o<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; M\u00e9tricas de avalia\u00e7\u00e3o para algoritmos de aprendizado supervisionado<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; M\u00e9tricas de avalia\u00e7\u00e3o para algoritmos de aprendizado n\u00e3o-supervisionado<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8211; Exerc\u00edcios pr\u00e1ticos<\/span><\/p>\n<p><strong>Refer\u00eancias<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Mitchell, T. M., &amp; Learning, M. (1997). Mcgraw-hill.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bishop, C. M. (2006). Pattern recognition and machine learning. Springer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Von Luxburg, U., &amp; Sch\u00f6lkopf, B. (2011). Statistical learning theory: Models, concepts, and results. In Handbook of the History of Logic (Vol. 10, pp. 651-706). North-Holland.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Mello, R. F., &amp; Ponti, M. A. (2018). Machine Learning: A Practical Approach on the Statistical Learning Theory. Springer.<\/span><\/p>\n<p><strong>Mini CV:<\/strong><\/p>\n<p><span style=\"font-weight: 400;\"><strong>Thiago Bianchi <\/strong>\u00e9 Bacharel em Ci\u00eancias da Computa\u00e7\u00e3o e Doutor em Ci\u00eancias de Computa\u00e7\u00e3o e Matem\u00e1tica Computacional pela Universidade de S\u00e3o Paulo. Possui experi\u00eancia no mercado de trabalho atuando no desenvolvimento de sistemas de software de grande porte trabalhando em empresas, tais como: IBM, Casas Bahia, Ita\u00fa e Alstom. Atualmente, \u00e9 l\u00edder t\u00e9cnico dos times respons\u00e1veis por construir, evoluir, e manter a Plataforma de Dados Anal\u00edticos do Banco Ita\u00fa. Antes disso, foi engenheiro de software s\u00eanior no Laborat\u00f3rio de Software da IBM Brasil por 13 anos tendo atuado em diversos projetos. Durante o mestrado e o doutorado pesquisou temas nas \u00e1reas de Engenharia de Software e Aprendizado de M\u00e1quina. Tem atuado na publica\u00e7\u00e3o de patentes, capacita\u00e7\u00e3o de profissionais e desenvolvimento de novas funcionalidades relacionados com Intelig\u00eancia Artificial e Aprendizado de M\u00e1quina.<\/span><\/p>\n<p><strong><a href=\"https:\/\/www.linkedin.com\/in\/thiagobianchi\" target=\"_blank\" rel=\"noopener\">Linkedin<\/a><\/strong><\/p>\n<!-- \/wp:shortcode -->\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 V T\u00e9cnicas e M\u00e9tricas para Avalia\u00e7\u00e3o de T\u00e9cnicas de Aprendizado de M\u00e1quina Curso V T\u00e9cnicas e M\u00e9tricas para Avalia\u00e7\u00e3o de T\u00e9cnicas de Aprendizado de M\u00e1quina<\/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-114","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/114","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=114"}],"version-history":[{"count":12,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/114\/revisions"}],"predecessor-version":[{"id":218,"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/pages\/114\/revisions\/218"}],"wp:attachment":[{"href":"https:\/\/cemeai.icmc.usp.br\/5EABDA\/wp-json\/wp\/v2\/media?parent=114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}