{"id":2850,"date":"2023-06-26T15:23:52","date_gmt":"2023-06-26T18:23:52","guid":{"rendered":"https:\/\/cemeai.icmc.usp.br\/MBA\/?page_id=2850"},"modified":"2026-01-19T07:51:20","modified_gmt":"2026-01-19T10:51:20","slug":"sobre-o-mba-em-ciencias-de-dados","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/MBA\/sobre-o-mba-em-ciencias-de-dados\/","title":{"rendered":"Sobre o MBA em Ci\u00eancias de Dados"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2850\" class=\"elementor elementor-2850\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1fdaee9 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"1fdaee9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-cb7d83d\" data-id=\"cb7d83d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2dfb9ff elementor-widget elementor-widget-heading\" data-id=\"2dfb9ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SOBRE O MBA EM CI\u00caNCIAS DE DADOS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ebab31 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6ebab31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ff88ae4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff88ae4\" data-element_type=\"section\" data-e-type=\"section\" id=\"sobre\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-08e100b\" data-id=\"08e100b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-89108a4 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"89108a4\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-10daab6\" data-id=\"10daab6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-459ede9 elementor-widget elementor-widget-text-editor\" data-id=\"459ede9\" data-element_type=\"widget\" data-e-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\t\t<p>O MBA em Ci\u00eancias de Dados oferecido pelo Centro de Ci\u00eancias Matem\u00e1ticas Aplicadas \u00e0 Ind\u00fastria (CeMEAI) e pelo Instituto de Ci\u00eancias Matem\u00e1ticas e de Computa\u00e7\u00e3o (ICMC\/USP) foi o primeiro da \u00e1rea a ser oferecido <b>a dist\u00e2ncia<\/b> por uma universidade p\u00fablica e chega agora a sua quarta turma.<\/p><p>O objetivo do curso \u00e9 claro: <strong>MUDAR A SUA VIDA PROFISSIONAL EM UM ANO<\/strong>. Voc\u00ea inicia o MBA em meados de janeiro e termina em meados de dezembro.<\/p><p>O MBA conta com a maior equipe de cientistas da computa\u00e7\u00e3o, estat\u00edstica e matem\u00e1tica aplicada do pa\u00eds e tem a <strong>chancela da USP<\/strong> para oferecer uma educa\u00e7\u00e3o de qualidade e com o melhor aporte docente dispon\u00edvel em Ci\u00eancias de Dados.<\/p><p>O MBA oferece aos alunos uma oportunidade \u00fanica e muito interessante: trazer um <strong>PROBLEMA REAL DA EMPRESA<\/strong> onde trabalham para ser solucionado com o apoio dos mentores especialistas durante todo o decorrer do curso.<\/p><p>Assim, al\u00e9m da <strong>capacita\u00e7\u00e3o<\/strong> e do desenvolvimento te\u00f3rico e pr\u00e1tico na \u00e1rea de ci\u00eancias de dados, o aluno tamb\u00e9m pode oferecer uma <strong>solu\u00e7\u00e3o<\/strong> a um problema importante da empresa.<\/p>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5ae9023\" data-id=\"5ae9023\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-48bc357 elementor-widget elementor-widget-image\" data-id=\"48bc357\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"426\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2019\/09\/destaque-mba-1024x682.jpg\" class=\"attachment-large size-large wp-image-949\" alt=\"\" srcset=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2019\/09\/destaque-mba-1024x682.jpg 1024w, https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2019\/09\/destaque-mba-300x200.jpg 300w, https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2019\/09\/destaque-mba-768x512.jpg 768w, https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2019\/09\/destaque-mba.jpg 1280w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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-8de7cc0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8de7cc0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-ced02b8\" data-id=\"ced02b8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0710408 elementor-widget elementor-widget-heading\" data-id=\"0710408\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">POR QUE PARTICIPAR?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56dda73 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"56dda73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ecad723 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ecad723\" data-element_type=\"section\" data-e-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-33 elementor-top-column elementor-element elementor-element-a63d2aa\" data-id=\"a63d2aa\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0907838 elementor-widget elementor-widget-text-editor\" data-id=\"0907838\" data-element_type=\"widget\" data-e-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\t\t<ul>\n \t<li>Aprenda com renomados professores da USP<\/li><br>\n \t<li>Aulas ass\u00edncronas (gravadas)<\/li><br>\n \t<li>Curr\u00edculo projetado para desenvolver habilidades valorizadas pela ind\u00fastria<\/li>\n<\/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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-33ec50c\" data-id=\"33ec50c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d01b41d elementor-widget elementor-widget-text-editor\" data-id=\"d01b41d\" data-element_type=\"widget\" data-e-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\t\t<ul><li>Orienta\u00e7\u00e3o e suporte personalizados<\/li><li>Mentoria e orienta\u00e7\u00e3o ao vivo de tutores 4 dias por semana<\/li><li>Sess\u00f5es colaborativas, por\u00e9m personalizadas, em pequenos grupos<\/li><li>Orienta\u00e7\u00e3o individual de um Prof. Dr. desde o in\u00edcio do curso para realiza\u00e7\u00e3o do TCC<\/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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-bbfcd22\" data-id=\"bbfcd22\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5cf9a0a elementor-widget elementor-widget-text-editor\" data-id=\"5cf9a0a\" data-element_type=\"widget\" data-e-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\t\t<ul><li>Treinamento pr\u00e1tico<br \/><br \/><\/li><li>Trabalhe em projetos relevantes para a ind\u00fastria e em estudos de caso<br \/><br \/><\/li><li>Avalia\u00e7\u00f5es de atividades<br \/><br \/><\/li><li>Discuss\u00f5es em f\u00f3runs<\/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<\/div>\n\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-b59cf93 elementor-reverse-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b59cf93\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-f7063cf\" data-id=\"f7063cf\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f3db07b elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"f3db07b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;1&quot;,&quot;autoplay_speed&quot;:10000,&quot;speed&quot;:1000,&quot;navigation&quot;:&quot;both&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;infinite&quot;:&quot;yes&quot;,&quot;effect&quot;:&quot;slide&quot;}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Carrossel de imagens\" dir=\"ltr\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 de 5\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2022\/09\/demanda-mba-2023.jpg\" alt=\"demanda-mba-2023\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 de 5\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2022\/09\/nuvem-de-palavras-mba-2023.jpg\" alt=\"nuvem-de-palavras-mba-2023\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 de 5\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2023\/03\/Empresas-MBA-2022.jpg\" alt=\"Empresas MBA 2022\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 de 5\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2022\/09\/impactos-mba-2023.jpg\" alt=\"impactos-mba-2023\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 de 5\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/cemeai.icmc.usp.br\/MBA\/wp-content\/uploads\/2022\/09\/empresas-mba-2023.jpg\" alt=\"empresas-mba-2023\" \/><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-left\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"eicon-chevron-right\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-e353ab4\" data-id=\"e353ab4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-703dc5e elementor-widget elementor-widget-heading\" data-id=\"703dc5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EDUCA\u00c7\u00c3O DE QUALIDADE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b648dbe elementor-widget elementor-widget-text-editor\" data-id=\"b648dbe\" data-element_type=\"widget\" data-e-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\t\t<p>Nossa <strong>equipe de apoio<\/strong> \u00e9 composta por profissionais extremamente <strong>capacitados<\/strong>, focados na aproxima\u00e7\u00e3o entre a academia e o mercado de trabalho. E o melhor de tudo: eles j\u00e1 t\u00eam <strong>experi\u00eancia<\/strong> com iniciativas que conciliam esses dois mundos. Nas duas primeiras turmas do MBA, nosso curso capacitou profissionais de <strong>mais de 300 institui\u00e7\u00f5es<\/strong>, de <b>22 estados<\/b> brasileiros e <b>8 outros pa\u00edses<\/b>, que trabalharam nos problemas reais de suas empresas durante o andamento do curso.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f71291 elementor-widget elementor-widget-text-editor\" data-id=\"6f71291\" data-element_type=\"widget\" data-e-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\t\t<p>DEDICA\u00c7\u00c3O: 10 horas semanais<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f8b341 elementor-align-center elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-button\" data-id=\"2f8b341\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/uspdigital.usp.br\/apolo\/inscricaoPublicaFormTurmaListar?codund=55&#038;codcurceu=550100019&#038;codedicurceu=25001&#038;numseqofeedi=1&#038;oriins=W\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-university\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Inscreva-se!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66374bc elementor-align-center elementor-widget elementor-widget-button\" data-id=\"66374bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"#\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-university\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Inscri\u00e7\u00f5es encerradas<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\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-f79e971 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f79e971\" data-element_type=\"section\" data-e-type=\"section\" id=\"topicos\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-e08d644\" data-id=\"e08d644\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7addbed elementor-widget elementor-widget-heading\" data-id=\"7addbed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">o que voc\u00ea vai aprender<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f09c82d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f09c82d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-aebe57b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aebe57b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-a9dcc09\" data-id=\"a9dcc09\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c5aebd8 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"c5aebd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-pulse\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-laptop\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tFundamentos<br>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-51e53c7\" data-id=\"51e53c7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ec741d elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"7ec741d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-pulse\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-cloud-download-alt\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMetodologias<br>Estado-da-Arte\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-8ec2374\" data-id=\"8ec2374\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5fc1355 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"5fc1355\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-pulse\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-network-wired\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tTeoria e pr\u00e1tica\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-6dc560f\" data-id=\"6dc560f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9ea172d elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"9ea172d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-pulse\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-code\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDesenvolvimento<br>de Projetos em <br>Ci\u00eancias de Dados\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-41d78c0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"41d78c0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-1c8ca3b\" data-id=\"1c8ca3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae9ba4e elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ae9ba4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/cemeai.icmc.usp.br\/MBA\/tccs\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Confira os TCCs defendidos nas edi\u00e7\u00f5es anteriores<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\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-e381dc4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e381dc4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-53cbd81\" data-id=\"53cbd81\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f6f62c8 elementor-widget elementor-widget-heading\" data-id=\"f6f62c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">como funciona o mba<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bcadd9 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6bcadd9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-389f67f elementor-widget elementor-widget-video\" data-id=\"389f67f\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/UIBsxx6Mcyk&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4ad4b9 elementor-widget elementor-widget-text-editor\" data-id=\"d4ad4b9\" data-element_type=\"widget\" data-e-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\t\t<p>O conte\u00fado do curso ser\u00e1 ministrado <strong>online<\/strong>, atrav\u00e9s de uma plataforma que ser\u00e1 acessada pelos alunos. No total, o MBA tem uma carga hor\u00e1ria de <strong>440 horas obrigat\u00f3rias e 20 optativas.<\/strong><\/p><p>Cada disciplina da trilha de forma\u00e7\u00e3o tem a dura\u00e7\u00e3o de <strong>9 semanas.<\/strong> No <strong>s\u00e1bado<\/strong>, o aluno tem acesso a <strong>todo o material da semana<\/strong>, como v\u00eddeos, slides, material complementar, exerc\u00edcios e a avalia\u00e7\u00e3o semanal. <strong>De segunda a quinta<\/strong>, das 20:00 \u00e0s 21:30, s\u00e3o realizados os <strong>plant\u00f5es de d\u00favidas<\/strong> com o nosso time de apoio. As d\u00favidas tamb\u00e9m podem ser tiradas durante todo o per\u00edodo nos <strong>f\u00f3runs semanais<\/strong> das disciplinas. Eventualmente, aos s\u00e1bados, ser\u00e3o realizadas tutorias extras com temas avan\u00e7ados definidos por nosso time de apoio.<\/p><p>Ao mesmo tempo em que cursam as disciplinas, os alunos tamb\u00e9m trabalham no desenvolvimento de um <strong>Projeto Final \u2013 o Trabalho de Conclus\u00e3o de Curso.<\/strong> Depois de dois meses dedicados a duas disciplinas, um per\u00edodo de 15 dias \u00e9 reservado ao trabalho de conclus\u00e3o de curso na disciplina de Metodologia de Projeto, que pode ser um<strong> problema real da empresa onde o aluno trabalha<\/strong>. Nesse per\u00edodo tamb\u00e9m \u00e9 cursada a disciplina de Gest\u00e3o de Projetos em Ci\u00eancias de Dados.<\/p><p>Ao t\u00e9rmino do curso, ser\u00e3o realizados <strong>dois encontros presenciais<\/strong>.<\/p><p>Em um dos encontros, ser\u00e1 realizada a <strong>prova final<\/strong> presencial do curso. O aluno poder\u00e1 optar por fazer a prova presencial na cidade de <strong>S\u00e3o Paulo-SP ou em S\u00e3o Carlos-SP<\/strong>.<\/p><p>No outro encontro presencial, ser\u00e1 realizada a <strong>defesa da monografia.<\/strong> A defesa da monografia ser\u00e1 realizada exclusivamente no campus da USP, na cidade de <strong>S\u00e3o Carlos-SP.<\/strong><\/p>\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<\/div>\n\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-9bdb186 elementor-hidden-desktop elementor-hidden-tablet elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9bdb186\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-38b32be\" data-id=\"38b32be\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-331b86f elementor-widget elementor-widget-html\" data-id=\"331b86f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script> \r\njQuery(document).ready(function($) { \r\nvar delay = 100; setTimeout(function() { \r\n$('.elementor-tab-title').removeClass('elementor-active');\r\n $('.elementor-tab-content').css('display', 'none'); }, delay); \r\n}); \r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cedf821 elementor-widget elementor-widget-heading\" data-id=\"cedf821\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TRILHA DE FORMA\u00c7\u00c3O<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-368f8c5 elementor-widget elementor-widget-accordion\" data-id=\"368f8c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5721\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-5721\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Introdu\u00e7\u00e3o a Ci\u00eancias de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5721\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-5721\"><p><b>OBJETIVOS:<\/b> Apresentar os aspectos fundamentais e principais de Ci\u00eancia de Dados (CD), bem como seu di\u00e1logo permanente com a Intelig\u00eancia Artificial (IA), descrevendo os conhecimentos necess\u00e1rios para atuar nesse ecossistema integrado e explicando quais fatores s\u00e3o importantes para o sucesso em projetos orientados a dados e modelos inteligentes. Discutir as limita\u00e7\u00f5es de ambas as disciplinas e as estrat\u00e9gias para super\u00e1-las, incluindo quest\u00f5es de vi\u00e9s algor\u00edtmico, qualidade de dados e generaliza\u00e7\u00e3o de modelos. Apresentar as principais etapas do processo de tomada de decis\u00e3o baseada em dados \u2014 da formula\u00e7\u00e3o da pergunta ao monitoramento em produ\u00e7\u00e3o \u2014 e discutir os objetivos de cada etapa, a problem\u00e1tica envolvida e as ferramentas tipicamente empregadas, desde a engenharia de dados at\u00e9 algoritmos de aprendizado de m\u00e1quina. Introduzir no\u00e7\u00f5es b\u00e1sicas de estat\u00edstica, \u00e1lgebra linear e otimiza\u00e7\u00e3o que sustentam tanto m\u00e9todos anal\u00edticos tradicionais quanto t\u00e9cnicas de IA, demonstrando em Python como essas abordagens podem ser combinadas para resolver problemas espec\u00edficos. Por fim, enfatizar a import\u00e2ncia da prote\u00e7\u00e3o e do uso \u00e9tico dos dados, detalhando riscos e abusos potenciais associados a t\u00e9cnicas de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, e destacando pr\u00e1ticas seguras e respons\u00e1veis para o desenvolvimento de solu\u00e7\u00f5es baseadas em dados.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136319\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-5722\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-5722\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Programa\u00e7\u00e3o para Ci\u00eancia de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-5722\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-5722\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento b\u00e1sico em programa\u00e7\u00e3o para ci\u00eancia de dados. Apresentar conceitos de programa\u00e7\u00e3o e plataformas de controle e hospedagem de c\u00f3digo-fonte. Apresentar o ambiente de programa\u00e7\u00e3o jupyter notebook. Introduzir a linguagem Python e pacotes importantes, como Numpy, Matplotlib e Pandas. Introduzir IA generativa como assistente de programa\u00e7\u00e3o.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136321\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2cf440 elementor-widget elementor-widget-accordion\" data-id=\"e2cf440\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2371\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2371\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">T\u00e9cnicas Avan\u00e7adas de Captura e Tratamento de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2371\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2371\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento em t\u00e9cnicas avan\u00e7adas de captura e tratamento de dados, t\u00e9cnicas de tratamento de dados, outliers, dados faltantes. Extra\u00e7\u00e3o de texto a partir de imagens, redu\u00e7\u00e3o de dimensionalidade, web scraping. Introdu\u00e7\u00e3o ao processamento de linguagem natural.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136322\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2372\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2372\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Estat\u00edstica para Ci\u00eancia de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2372\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2372\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento e ferramentas em visualiza\u00e7\u00e3o e explora\u00e7\u00e3o de dados, probabilidades, infer\u00eancia estat\u00edstica, infer\u00eancia Bayesiana e modelos de regress\u00e3o, essenciais para desenvolvimentos e modelagem estat\u00edstica em ci\u00eancias de dados.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136316\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c2d980 elementor-widget elementor-widget-accordion\" data-id=\"0c2d980\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1271\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1271\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado de M\u00e1quina e Intelig\u00eancia Artificial (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1271\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1271\"><p><b>OBJETIVOS:<\/b> Fornecer aos alunos os conceitos fundamentais de aprendizado de m\u00e1quina aplicados \u00e0 intelig\u00eancia artificial, com a descri\u00e7\u00e3o do funcionamento de algoritmos de aprendizado de m\u00e1quina e de como os modelos gerados podem ser avaliados, com exemplos reais. Finalmente, s\u00e3o apresentados temas recentes na \u00e1rea.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136313\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1272\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1272\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado Din\u00e2mico (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1272\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1272\"><p><b>OBJETIVOS:<\/b> Fornecer os conceitos fundamentais, ferramentas e t\u00e9cnicas de aprendizado din\u00e2mico para a modelagem e previs\u00e3o em s\u00e9ries temporais. O curso abrange desde fundamentos estat\u00edsticos at\u00e9 abordagens modernas com aprendizado de m\u00e1quina e redes neurais artificiais recorrentes. Pr\u00e1ticas com modelos de linguagem (LLMs), destacando sua aplica\u00e7\u00e3o em tarefas de an\u00e1lises em s\u00e9ries temporais. O conte\u00fado combina fundamentos te\u00f3ricos com estudos de caso aplicados, capacitando os alunos a resolver problemas reais em an\u00e1lise de dados din\u00e2micos com ferramentas tradicionais altamente interpret\u00e1veis e atuais com alto poder preditivo.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136314\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-770a4b0 elementor-widget elementor-widget-accordion\" data-id=\"770a4b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1241\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1241\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado Profundo e Intelig\u00eancia Artificial Generativa (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1241\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1241\"><p><b>OBJETIVOS:<\/b> Oferecer a base conceitual necess\u00e1ria para aplica\u00e7\u00f5es de redes neurais, em particular deep learning e intelig\u00eancia artificial generativa. Redes neurais tradicionais s\u00e3o apresentadas e posteriormente foco \u00e9 dado no aprendizado de m\u00e1quina com arquiteturas profundas e suas aplica\u00e7\u00f5es para dados estruturados e n\u00e3o estruturados incluindo imagens, texto e s\u00e9ries temporais, bem como fundamentos da intelig\u00eancia artificial generativa.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136315\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1242\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1242\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">An\u00e1lise de dados com base em processamento massivo em paralelo (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1242\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1242\"><p><b>OBJETIVOS: <\/b>Diversas aplica\u00e7\u00f5es comerciais atuais necessitam gerenciar volumes massivos de dados com o intuito de realizar a tomada de decis\u00e3o estrat\u00e9gica, permitindo \u00e0 empresa um planejamento r\u00e1pido frente \u00e0s mudan\u00e7as nas condi\u00e7\u00f5es do neg\u00f3cio, essencial na atual conjuntura de um mercado globalizado. O gigantesco volume de dados est\u00e1 diretamente relacionado ao contexto de big data, enquanto a tomada de decis\u00e3o estrat\u00e9gica diz respeito ao uso anal\u00edtico desses dados no contexto de business intelligence. Para oferecer suporte a essa demanda, \u00e9 fundamental o uso de tecnologias que possibilitem o processamento paralelo e distribu\u00eddo dos dados. Nesse cen\u00e1rio, frameworks como o Apache Spark destacam-se por possibilitar o processamento de volumes massivos de dados de forma eficiente e escal\u00e1vel, oferecendo bibliotecas importantes como Spark SQL para a an\u00e1lise de dados com base em processamento massivo em paralelo e Spark MLlib para aplicar algoritmos de aprendizado de m\u00e1quina sobre esses dados. Assim, a integra\u00e7\u00e3o entre big data, business intelligence e frameworks de processamento paralelo e distribu\u00eddo torna-se um fator chave para a competitividade e inova\u00e7\u00e3o no ambiente corporativo atual. Neste curso s\u00e3o introduzidos objetivos, conceitos, fundamentos e ferramentas voltados ao processamento anal\u00edtico de dados em larga escala.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136312\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5301e07 elementor-widget elementor-widget-heading\" data-id=\"5301e07\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TRILHA DE DESENVOLVIMENTO<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf0d5b0 elementor-widget elementor-widget-accordion\" data-id=\"cf0d5b0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2171\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2171\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Metodologia e Projeto para Ci\u00eancias de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2171\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2171\"><p><b>OBJETIVOS:<\/b> <br \/>1- Iniciar o desenvolvimento das habilidades necess\u00e1rias ao desenvolvimento do Trabalho de Conclus\u00e3o de Curso (TCC). Incentivar o aluno a iniciar o desenvolvimento do seu TCC com base em aprendizado baseado em problema (PBL).<br \/>2- Dar continuidade no desenvolvimento das habilidades necess\u00e1rias ao desenvolvimento do Trabalho de Conclus\u00e3o de Curso (TCC). Incentivar o aluno a no desenvolvimento do seu TCC com base em aprendizado baseado em problema (PBL).<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136320\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2172\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2172\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Gest\u00e3o \u00c1gil de Projetos em Ci\u00eancia de Dados e Intelig\u00eancia Artificial<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2172\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2172\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento fundamental sobre a gest\u00e3o de projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, capacitar na identifica\u00e7\u00e3o e gest\u00e3o de riscos e desafios inerentes a projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, apresentar e aplicar metodologias \u00e1geis e h\u00edbridas para o gerenciamento eficaz desses projetos, e habilitar o planejamento, execu\u00e7\u00e3o e entrega de valor em projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136317\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa84e7e elementor-widget elementor-widget-heading\" data-id=\"aa84e7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EXTRAS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75d24f6 elementor-widget elementor-widget-accordion\" data-id=\"75d24f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1231\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1231\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Estat\u00edstica para Iniciantes<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1231\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1231\"><p><b>OBJETIVOS:<\/b> Oferecer conceitos e revis\u00f5es b\u00e1sicos para alunos que est\u00e3o tendo contato com estat\u00edstica pela primeira vez durante o MBA ou revisar conceitos vistos anteriormente.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1232\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1232\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Programa\u00e7\u00e3o para Iniciantes<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1232\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1232\"><p><b>OBJETIVOS:<\/b><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1233\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1233\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">T\u00f3picos Avan\u00e7ados em Ci\u00eancias de Dados (20h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1233\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1233\"><p><b>OBJETIVOS:<\/b> Propiciar ao aluno o contato direto com ideias e t\u00f3picos avan\u00e7ados em Ci\u00eancias de Dados.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136323\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-234605d elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"234605d\" data-element_type=\"section\" data-e-type=\"section\" id=\"disciplinas\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-ebb60c2\" data-id=\"ebb60c2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a4d072 elementor-widget elementor-widget-heading\" data-id=\"5a4d072\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TRILHA DE FORMA\u00c7\u00c3O<\/h2>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-092b497\" data-id=\"092b497\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8218c7a elementor-widget elementor-widget-heading\" data-id=\"8218c7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TRILHA DE DESENVOLVIMENTO<\/h2>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e165dd9 elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e165dd9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-50 elementor-top-column elementor-element elementor-element-c7dc08e\" data-id=\"c7dc08e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8e3e635 elementor-widget elementor-widget-accordion\" data-id=\"8e3e635\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1491\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1491\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Introdu\u00e7\u00e3o a Ci\u00eancias de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1491\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1491\"><p><b>OBJETIVOS:<\/b> Apresentar os aspectos fundamentais e principais de Ci\u00eancia de Dados (CD), bem como seu di\u00e1logo permanente com a Intelig\u00eancia Artificial (IA), descrevendo os conhecimentos necess\u00e1rios para atuar nesse ecossistema integrado e explicando quais fatores s\u00e3o importantes para o sucesso em projetos orientados a dados e modelos inteligentes. Discutir as limita\u00e7\u00f5es de ambas as disciplinas e as estrat\u00e9gias para super\u00e1-las, incluindo quest\u00f5es de vi\u00e9s algor\u00edtmico, qualidade de dados e generaliza\u00e7\u00e3o de modelos. Apresentar as principais etapas do processo de tomada de decis\u00e3o baseada em dados \u2014 da formula\u00e7\u00e3o da pergunta ao monitoramento em produ\u00e7\u00e3o \u2014 e discutir os objetivos de cada etapa, a problem\u00e1tica envolvida e as ferramentas tipicamente empregadas, desde a engenharia de dados at\u00e9 algoritmos de aprendizado de m\u00e1quina. Introduzir no\u00e7\u00f5es b\u00e1sicas de estat\u00edstica, \u00e1lgebra linear e otimiza\u00e7\u00e3o que sustentam tanto m\u00e9todos anal\u00edticos tradicionais quanto t\u00e9cnicas de IA, demonstrando em Python como essas abordagens podem ser combinadas para resolver problemas espec\u00edficos. Por fim, enfatizar a import\u00e2ncia da prote\u00e7\u00e3o e do uso \u00e9tico dos dados, detalhando riscos e abusos potenciais associados a t\u00e9cnicas de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, e destacando pr\u00e1ticas seguras e respons\u00e1veis para o desenvolvimento de solu\u00e7\u00f5es baseadas em dados.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136319\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1492\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1492\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Programa\u00e7\u00e3o para Ci\u00eancia de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1492\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1492\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento b\u00e1sico em programa\u00e7\u00e3o para ci\u00eancia de dados. Apresentar conceitos de programa\u00e7\u00e3o e plataformas de controle e hospedagem de c\u00f3digo-fonte. Apresentar o ambiente de programa\u00e7\u00e3o jupyter notebook. Introduzir a linguagem Python e pacotes importantes, como Numpy, Matplotlib e Pandas. Introduzir IA generativa como assistente de programa\u00e7\u00e3o.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136321\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d83115 elementor-widget elementor-widget-accordion\" data-id=\"9d83115\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1651\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1651\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">T\u00e9cnicas Avan\u00e7adas de Captura e Tratamento de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1651\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1651\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento em t\u00e9cnicas avan\u00e7adas de captura e tratamento de dados, t\u00e9cnicas de tratamento de dados, outliers, dados faltantes. Extra\u00e7\u00e3o de texto a partir de imagens, redu\u00e7\u00e3o de dimensionalidade, web scraping. Introdu\u00e7\u00e3o ao processamento de linguagem natural.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136322\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1652\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1652\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Estat\u00edstica para Ci\u00eancias de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1652\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1652\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento e ferramentas em visualiza\u00e7\u00e3o e explora\u00e7\u00e3o de dados, probabilidades, infer\u00eancia estat\u00edstica, infer\u00eancia Bayesiana e modelos de regress\u00e3o, essenciais para desenvolvimentos e modelagem estat\u00edstica em ci\u00eancias de dados.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136316\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f5af91b elementor-widget elementor-widget-accordion\" data-id=\"f5af91b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2571\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-2571\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado de M\u00e1quina e Intelig\u00eancia Artificial (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2571\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-2571\"><p><b>OBJETIVOS:<\/b> Fornecer aos alunos os conceitos fundamentais de aprendizado de m\u00e1quina aplicados \u00e0 intelig\u00eancia artificial, com a descri\u00e7\u00e3o do funcionamento de algoritmos de aprendizado de m\u00e1quina e de como os modelos gerados podem ser avaliados, com exemplos reais. Finalmente, s\u00e3o apresentados temas recentes na \u00e1rea.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136313\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-2572\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-2572\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado Din\u00e2mico (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-2572\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-2572\"><p><b>OBJETIVOS:<\/b> Fornecer os conceitos fundamentais, ferramentas e t\u00e9cnicas de aprendizado din\u00e2mico para a modelagem e previs\u00e3o em s\u00e9ries temporais. O curso abrange desde fundamentos estat\u00edsticos at\u00e9 abordagens modernas com aprendizado de m\u00e1quina e redes neurais artificiais recorrentes. Pr\u00e1ticas com modelos de linguagem (LLMs), destacando sua aplica\u00e7\u00e3o em tarefas de an\u00e1lises em s\u00e9ries temporais. O conte\u00fado combina fundamentos te\u00f3ricos com estudos de caso aplicados, capacitando os alunos a resolver problemas reais em an\u00e1lise de dados din\u00e2micos com ferramentas tradicionais altamente interpret\u00e1veis e atuais com alto poder preditivo.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136314\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7720e92 elementor-widget elementor-widget-accordion\" data-id=\"7720e92\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1241\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1241\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Aprendizado Profundo e Intelig\u00eancia Artificial Generativa (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1241\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1241\"><p><b>OBJETIVOS:<\/b> Oferecer a base conceitual necess\u00e1ria para aplica\u00e7\u00f5es de redes neurais, em particular deep learning e intelig\u00eancia artificial generativa. Redes neurais tradicionais s\u00e3o apresentadas e posteriormente foco \u00e9 dado no aprendizado de m\u00e1quina com arquiteturas profundas e suas aplica\u00e7\u00f5es para dados estruturados e n\u00e3o estruturados incluindo imagens, texto e s\u00e9ries temporais, bem como fundamentos da intelig\u00eancia artificial generativa.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136315\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1242\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1242\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">An\u00e1lise de dados com base em processamento massivo em paralelo (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1242\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1242\"><p><b>OBJETIVOS: <\/b>Diversas aplica\u00e7\u00f5es comerciais atuais necessitam gerenciar volumes massivos de dados com o intuito de realizar a tomada de decis\u00e3o estrat\u00e9gica, permitindo \u00e0 empresa um planejamento r\u00e1pido frente \u00e0s mudan\u00e7as nas condi\u00e7\u00f5es do neg\u00f3cio, essencial na atual conjuntura de um mercado globalizado. O gigantesco volume de dados est\u00e1 diretamente relacionado ao contexto de big data, enquanto a tomada de decis\u00e3o estrat\u00e9gica diz respeito ao uso anal\u00edtico desses dados no contexto de business intelligence. Para oferecer suporte a essa demanda, \u00e9 fundamental o uso de tecnologias que possibilitem o processamento paralelo e distribu\u00eddo dos dados. Nesse cen\u00e1rio, frameworks como o Apache Spark destacam-se por possibilitar o processamento de volumes massivos de dados de forma eficiente e escal\u00e1vel, oferecendo bibliotecas importantes como Spark SQL para a an\u00e1lise de dados com base em processamento massivo em paralelo e Spark MLlib para aplicar algoritmos de aprendizado de m\u00e1quina sobre esses dados. Assim, a integra\u00e7\u00e3o entre big data, business intelligence e frameworks de processamento paralelo e distribu\u00eddo torna-se um fator chave para a competitividade e inova\u00e7\u00e3o no ambiente corporativo atual. Neste curso s\u00e3o introduzidos objetivos, conceitos, fundamentos e ferramentas voltados ao processamento anal\u00edtico de dados em larga escala.<\/p><p><strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136312\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/span><\/strong><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af5d18a elementor-widget elementor-widget-html\" data-id=\"af5d18a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script> \r\njQuery(document).ready(function($) { \r\nvar delay = 100; setTimeout(function() { \r\n$('.elementor-tab-title').removeClass('elementor-active');\r\n $('.elementor-tab-content').css('display', 'none'); }, delay); \r\n}); \r\n<\/script>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7ce5698\" data-id=\"7ce5698\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b4e4208 elementor-widget elementor-widget-accordion\" data-id=\"b4e4208\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1891\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1891\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Metodologia e Projeto para Ci\u00eancias de Dados (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1891\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1891\"><p><b>OBJETIVOS:<\/b> <br \/>1- Iniciar o desenvolvimento das habilidades necess\u00e1rias ao desenvolvimento do Trabalho de Conclus\u00e3o de Curso (TCC). Incentivar o aluno a iniciar o desenvolvimento do seu TCC com base em aprendizado baseado em problema (PBL).<br \/>2- Dar continuidade no desenvolvimento das habilidades necess\u00e1rias ao desenvolvimento do Trabalho de Conclus\u00e3o de Curso (TCC). Incentivar o aluno a no desenvolvimento do seu TCC com base em aprendizado baseado em problema (PBL).<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136320\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1892\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1892\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Gest\u00e3o \u00c1gil de Projetos em Ci\u00eancia de Dados e Intelig\u00eancia Artificial (40h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1892\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1892\"><p><b>OBJETIVOS:<\/b> Fornecer conhecimento fundamental sobre a gest\u00e3o de projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, capacitar na identifica\u00e7\u00e3o e gest\u00e3o de riscos e desafios inerentes a projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial, apresentar e aplicar metodologias \u00e1geis e h\u00edbridas para o gerenciamento eficaz desses projetos, e habilitar o planejamento, execu\u00e7\u00e3o e entrega de valor em projetos de Ci\u00eancia de Dados e Intelig\u00eancia Artificial.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136317\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-550ec43 elementor-widget elementor-widget-heading\" data-id=\"550ec43\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EXTRAS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76cbdfa elementor-widget elementor-widget-accordion\" data-id=\"76cbdfa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1241\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1241\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Estat\u00edstica para Iniciantes<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1241\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1241\"><p><b>OBJETIVOS:<\/b> Oferecer conceitos e revis\u00f5es b\u00e1sicos para alunos que est\u00e3o tendo contato com estat\u00edstica pela primeira vez durante o MBA ou revisar conceitos vistos anteriormente.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1242\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1242\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Programa\u00e7\u00e3o para Iniciantes<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1242\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1242\"><p><b>OBJETIVOS:<\/b><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-1243\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1243\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">T\u00f3picos Avan\u00e7ados em Ci\u00eancias de Dados e Intelig\u00eancia Artificial (20h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1243\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1243\"><p><b>OBJETIVOS:<\/b> Propiciar ao aluno o contato direto com ideias e t\u00f3picos avan\u00e7ados em Ci\u00eancias de Dados.<\/p><p><span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/uspdigital.usp.br\/apolo\/apoObterAtividade?cod_oferecimentoatv=136323\" target=\"_blank\" rel=\"noopener\">CONFIRA A EMENTA COMPLETA!<\/a><\/strong><\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5201b27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5201b27\" data-element_type=\"section\" data-e-type=\"section\" id=\"investimento\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-f567624\" data-id=\"f567624\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5721288 elementor-widget elementor-widget-heading\" data-id=\"5721288\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6492be elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f6492be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccd0daf elementor-widget elementor-widget-text-editor\" data-id=\"ccd0daf\" data-element_type=\"widget\" data-e-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\t\t<p>\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f4233-o1\" lang=\"pt-BR\" dir=\"ltr\" data-wpcf7-id=\"4233\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/MBA\/wp-json\/wp\/v2\/pages\/2850#wpcf7-f4233-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Formul\u00e1rios de contato\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"4233\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"pt_BR\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f4233-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/fieldset>\n<p>Preencha os campos abaixo. Voc\u00ea ser\u00e1 redirecionado(a) para os detalhes do investimento no MBA em Ci\u00eancias de Dados.\n<\/p>\n<p><label> Seu nome (obrigat\u00f3rio)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n<\/p>\n<p><label> Seu e-mail (obrigat\u00f3rio)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<p><span class=\"wpcf7-form-control-wrap\" data-name=\"email_mkt\"><span class=\"wpcf7-form-control wpcf7-checkbox\"><span class=\"wpcf7-list-item first last\"><input type=\"checkbox\" name=\"email_mkt[]\" value=\"Aceito receber mais informa\u00e7\u00f5es sobre este e outros cursos do CeMEAI por e-mail\" \/><span class=\"wpcf7-list-item-label\">Aceito receber mais informa\u00e7\u00f5es sobre este e outros cursos do CeMEAI por e-mail<\/span><\/span><\/span><\/span>\n<\/p>\n<p><span class=\"wpcf7-form-control-wrap\" data-name=\"quiz\"><label><span class=\"wpcf7-quiz-label\">Qual n\u00famero \u00e9 \u00edmpar: 3 ou 6?<\/span> <input size=\"40\" class=\"wpcf7-form-control wpcf7-quiz\" autocomplete=\"off\" aria-required=\"true\" aria-invalid=\"false\" type=\"text\" name=\"quiz\" \/><\/label><input type=\"hidden\" name=\"_wpcf7_quiz_answer_quiz\" value=\"cf1e7b96d7a38e810848cc0290076f10\" \/><\/span>\n<\/p>\n<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Enviar\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/p>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>SOBRE O MBA EM CI\u00caNCIAS DE DADOS O MBA em Ci\u00eancias de Dados oferecido pelo Centro de Ci\u00eancias Matem\u00e1ticas Aplicadas \u00e0 Ind\u00fastria (CeMEAI) e pelo Instituto de Ci\u00eancias Matem\u00e1ticas e de Computa\u00e7\u00e3o (ICMC\/USP) foi o primeiro da \u00e1rea a ser oferecido a dist\u00e2ncia por uma universidade p\u00fablica e chega agora&hellip;<\/p>\n","protected":false},"author":1,"featured_media":1232,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-2850","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MBA em Ci\u00eancias de Dados - ICMC\/USP e CeMEAI<\/title>\n<meta name=\"description\" content=\"Conhe\u00e7a o curso mais completo em Ci\u00eancias de Dados do Brasil! 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