{"id":81,"date":"2025-11-02T21:47:56","date_gmt":"2025-11-03T00:47:56","guid":{"rendered":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/?page_id=81"},"modified":"2025-11-02T22:28:09","modified_gmt":"2025-11-03T01:28:09","slug":"o-curso","status":"publish","type":"page","link":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/o-curso\/","title":{"rendered":"O Curso"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"81\" class=\"elementor elementor-81\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f48b2d7 e-flex e-con-boxed e-con e-parent\" data-id=\"f48b2d7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fd3922 elementor-widget elementor-widget-heading\" data-id=\"1fd3922\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O Curso<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b204e8 e-flex e-con-boxed e-con e-parent\" data-id=\"6b204e8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5efde22 e-con-full e-flex e-con e-child\" data-id=\"5efde22\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f3297e elementor-widget elementor-widget-heading\" data-id=\"2f3297e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Estrutura do curso<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b16370 elementor-widget elementor-widget-text-editor\" data-id=\"3b16370\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O curso de especializa\u00e7\u00e3o em <strong>Data Science &amp; Big Data<\/strong> \u00e9 uma parceria entre os Departamentos de Estat\u00edstica e Inform\u00e1tica da Universidade Federal do Paran\u00e1. Tal parceria oferece \u00e0 voc\u00ea a oportunidade \u00fanica de aprender e discutir todos os aspectos da ci\u00eancia de dados e Big Data com professores especializados em cada uma das etapas do <em>Data Science\u2019s workflow<\/em>. Aliando as poderosas ferramentas de an\u00e1lises estat\u00edsticas com as tecnologias para armazenamento e manipula\u00e7\u00e3o de gigantescas massas de dados, voc\u00ea estar\u00e1 pronto para prosperar na revolu\u00e7\u00e3o da era da informa\u00e7\u00e3o.<\/p><p>O curso \u00e9 composto de tr\u00eas grandes m\u00f3dulos alocados em tr\u00eas semestres. O m\u00f3dulo I (primeiro semestre) apresenta os Fundamentos para Data Science e Big Data. O conte\u00fado deste m\u00f3dulo versa sobre infraestrutura computacional, fundamentos do pensamento estat\u00edstico e linguagens de programa\u00e7\u00e3o. O m\u00f3dulo II (segundo semestre) apresenta as mais avan\u00e7adas e modernas tecnologias para o processamento de Big Data, bem como, avan\u00e7adas t\u00e9cnicas de modelagem estat\u00edstica, tais como, modelos aditivos generalizados, \u00e1rvores de classifica\u00e7\u00e3o\/regress\u00e3o e modelos multivariados. Al\u00e9m disso, uma disciplina \u00e9 dedicada as principais t\u00e9cnicas de <em>machine learning<\/em> passando por aprendizagem supervisionada, n\u00e3o-supervisionada e redu\u00e7\u00e3o de dados e fechando com t\u00e9cnicas para an\u00e1lise de texto. No m\u00f3dulo III (primeiro semestre do segundo ano) voc\u00ea vai aplicar as t\u00e9cnicas desenvolvidas durante o curso para construir um produto baseado em dados do mundo real. A orienta\u00e7\u00e3o desta etapa ser\u00e1 direta com reuni\u00f5es semanais. Os alunos ser\u00e3o encorajados a trazer os problemas reais de suas empresas para dentro do programa e solu\u00e7\u00f5es ser\u00e3o desenvolvidas junto com os professores orientadores.<\/p><p>Os m\u00f3dulos das disciplinas est\u00e3o em detalhes aqui: <a href=\"https:\/\/web.inf.ufpr.br\/mba-dsbd\/disciplinas\/\">m\u00f3dulos<\/a>. As biografias dos professores est\u00e3o dispon\u00edveis aqui: <a href=\"https:\/\/web.inf.ufpr.br\/mba-dsbd\/professores\/\">professores<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41cd063 e-con-full e-flex e-con e-child\" data-id=\"41cd063\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920929d elementor-widget elementor-widget-heading\" data-id=\"920929d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Formato do curso<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c06847 elementor-widget elementor-widget-text-editor\" data-id=\"4c06847\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O curso de especializa\u00e7\u00e3o em <strong>Data Science &amp; Big Data<\/strong> ocorrer\u00e1 \u00e0s <strong>sextas-feiras<\/strong> (19:00 \u2013 23:00) e aos <strong>s\u00e1bados<\/strong> (08:00 \u2013 12:00). Ser\u00e3o <strong>dois m\u00f3dulos de 4 horas por final de semana<\/strong>, tendo 15 semanas de dura\u00e7\u00e3o por semestre totalizando uma carga de 390 horas entre aulas e atividades extras.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fcdafae e-con-full e-flex e-con e-child\" data-id=\"fcdafae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7451efd elementor-widget elementor-widget-heading\" data-id=\"7451efd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Filosofia de ensino<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2f37f1 elementor-widget elementor-widget-text-editor\" data-id=\"e2f37f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O curso ser\u00e1 baseado em estudos de casos reais com muitas atividades pr\u00e1ticas. Avalia\u00e7\u00e3o prioritariamente na forma de trabalhos pr\u00e1ticos resolvendo problemas reais.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f91eebc e-con-full e-flex e-con e-child\" data-id=\"f91eebc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-717808a elementor-widget elementor-widget-heading\" data-id=\"717808a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Certifica\u00e7\u00e3o<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72839c6 elementor-widget elementor-widget-text-editor\" data-id=\"72839c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Ter\u00e1 direito a obten\u00e7\u00e3o do <strong>Certificado de especialista em Data Science e Big Data<\/strong> emitido pela Universidade Federal do Paran\u00e1, o aluno que comparecer a pelo menos 75% das aulas e obtiver aproveitamento igual ou superior a 70% em todas as disciplinas do curso. O aluno dever\u00e1 apresentar sua monografia em defesa p\u00fablica com banca de avalia\u00e7\u00e3o composta por at\u00e9 dois avaliadores. A monografia ser\u00e1 obrigatoriamente na forma de um artigo cient\u00edfico.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d128b0d e-con-full e-flex e-con e-child\" data-id=\"d128b0d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-508e160 elementor-widget elementor-widget-heading\" data-id=\"508e160\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Informa\u00e7\u00f5es importantes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2662cc elementor-widget elementor-widget-text-editor\" data-id=\"f2662cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Sele\u00e7\u00e3o: Dezembro\/2024 &#8211; Janeiro\/2025.<\/li><li>Matr\u00edcula: Fevereiro\/2025.<\/li><li>Chamada complementar: Fevereiro\/2025.<\/li><li>Aulas: Fevereiro\/2025.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2337cbb e-con-full e-flex e-con e-child\" data-id=\"2337cbb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e6f41c2 elementor-widget elementor-widget-heading\" data-id=\"e6f41c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N\u00famero de vagas e processo seletivo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79cdb66 elementor-widget elementor-widget-text-editor\" data-id=\"79cdb66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>O curso oferece 49 vagas sendo 5 para bolsistas. O processo seletivo ser\u00e1 em tr\u00eas etapas:<\/p><ol><li>Carta de inten\u00e7\u00f5es (submiss\u00e3o online).<\/li><li>Curriculum (submiss\u00e3o online).<\/li><li>Entrevista (agendada ap\u00f3s as submiss\u00f5es).<\/li><\/ol><p>Para detalhes sobre cada fase bem como acesso aos editais acesse a <a href=\"https:\/\/web.inf.ufpr.br\/mba-dsbd\/inscricoes\/\">p\u00e1gina de inscri\u00e7\u00f5es<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f4c75e e-con-full e-flex e-con e-child\" data-id=\"6f4c75e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1b4fcee elementor-widget elementor-widget-heading\" data-id=\"1b4fcee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Investimento<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0689dc elementor-widget elementor-widget-text-editor\" data-id=\"b0689dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li>Matr\u00edcula: R$ 0,00<\/li><li>Curso: 18 mensalidades de R$ 690,00.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>O Curso Estrutura do curso O curso de especializa\u00e7\u00e3o em Data Science &amp; Big Data \u00e9 uma parceria entre os [&hellip;]<\/p>\n","protected":false},"author":109,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-81","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/pages\/81","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/users\/109"}],"replies":[{"embeddable":true,"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/comments?post=81"}],"version-history":[{"count":10,"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/pages\/81\/revisions"}],"predecessor-version":[{"id":145,"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/pages\/81\/revisions\/145"}],"wp:attachment":[{"href":"https:\/\/web.inf.ufpr.br\/mba-dsbd\/wp-json\/wp\/v2\/media?parent=81"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}