{"id":3595,"date":"2019-12-11T19:59:15","date_gmt":"2019-12-11T19:59:15","guid":{"rendered":"https:\/\/training.infnet.edu.br\/?post_type=lp_course&#038;p=3595"},"modified":"2023-06-13T15:02:28","modified_gmt":"2023-06-13T15:02:28","slug":"data-science-big-data","status":"publish","type":"lp_course","link":"https:\/\/training.infnet.site\/cursos\/dados\/data-science-big-data\/","title":{"rendered":"Data Science &amp; Big Data"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3595\" class=\"elementor elementor-3595\" data-elementor-post-type=\"lp_course\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4f02e839 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4f02e839\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\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-21424661\" data-id=\"21424661\" data-element_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-f416583 elementor-widget elementor-widget-breadcrumbs\" data-id=\"f416583\" data-element_type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/training.infnet.site\/\">In\u00edcio<\/a><\/span><\/span><\/p>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1491b57a elementor-widget elementor-widget-heading\" data-id=\"1491b57a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PROPOSTA<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-783e3199 elementor-widget elementor-widget-text-editor\" data-id=\"783e3199\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A humanidade produz cada vez mais dados a partir do crescimento do uso de dispositivos m\u00f3veis, redes sociais, IoT (internet das coisas) e da digitaliza\u00e7\u00e3o de processos em geral. A demanda por profissionais que dominam o tratamento e an\u00e1lise desses dados usando as ferramentas corretas est\u00e1 em alta. \u00c9 uma oportunidade de carreira tanto para analistas quanto para gestores. Com esta forma\u00e7\u00e3o, voc\u00ea ser\u00e1 capaz de manipular, tratar e analisar dados das mais diversas fontes usando a linguagem R e se tornar um profissional altamente demandado pelas grandes organiza\u00e7\u00f5es.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-118a862b elementor-widget elementor-widget-heading\" data-id=\"118a862b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">P\u00daBLICO-ALVO<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b8b9a88 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"1b8b9a88\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais interessados em ingressar no crescente e super valorizado mercado de Data Science e Big Data<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que desejam fortalecer o uso de dados em sua organiza\u00e7\u00e3o<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que desejam aprender R para limpar, analisar e visualizar dados<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que buscam dominar as ferramentas usadas desde a aquisi\u00e7\u00e3o at\u00e9 a publica\u00e7\u00e3o dos dados<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que pretendem tomar decis\u00f5es mais acertivas baseadas na an\u00e1lise dos dados<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que precisam analisar dados provenientes de redes sociais, jornais, fontes p\u00fablicas e de comportamentos do consumidor<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais que trabalham na transforma\u00e7\u00e3o digital de organiza\u00e7\u00f5es<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-191335cf elementor-widget elementor-widget-heading\" data-id=\"191335cf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PR\u00c9-REQUISITOS<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23765623 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"23765623\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-chevron-right\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Profissionais com ou sem forma\u00e7\u00e3o em programa\u00e7\u00e3o que pretendem utilizar dados ou ingressar em uma das carreiras propostas pela forma\u00e7\u00e3o<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bce001 elementor-widget elementor-widget-heading\" data-id=\"0bce001\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">COMO \u00c9 A FORMA\u00c7\u00c3O NO DIA A DIA<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66b6a018 elementor-widget elementor-widget-text-editor\" data-id=\"66b6a018\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>A forma\u00e7\u00e3o <b>Data Science e Big Data<\/b> do Infnet Training possui 99 horas e pode ser conclu\u00edda em aproximadamente 3 meses com aulas no turno da noite ou uma aula aos s\u00e1bados de 9 horas. <b>As aulas ser\u00e3o transmitidas ao vivo em uma sala de aula virtual com total interatividade entre o instrutor e a turma<\/b>. \u00c9 a mesma experi\u00eancia de uma sala de aula presencial.<\/p><p>Ao concluir a forma\u00e7\u00e3o, voc\u00ea se torna apto para atuar como Arquiteto de Dados (<i>Data Architect<\/i>), Cientista de Dados (<i>Data Scientist<\/i>), Analista de Dados (<i>Data Analyst<\/i>) ou Analista de Business Intelligence (BI).<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-738bbd5 elementor-widget elementor-widget-text-editor\" data-id=\"738bbd5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-medium wp-image-3742\" style=\"letter-spacing: 0px;\" src=\"https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/zoom-300x188.png\" alt=\"\" width=\"300\" height=\"188\" srcset=\"https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/zoom-300x188.png 300w, https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/zoom.png 407w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p><p>Os alunos ter\u00e3o acesso a uma moderna plataforma de LMS (<i>Le<\/i><i style=\"letter-spacing: 0px;\">arning Management System<\/i><span style=\"letter-spacing: 0px;\">) para compartilhamento de materiais entre docentes, alunos, tira d\u00favidas e, principalmente, <\/span><i style=\"letter-spacing: 0px;\">networking<\/i><span style=\"letter-spacing: 0px;\">, al\u00e9m de direito de acesso \u00e0 <b>biblioteca digital do Instituto Infnet, com centenas de livros<\/b>.\u00a0<\/span><\/p><p><span style=\"letter-spacing: 0px;\">\u00a0<\/span><img decoding=\"async\" class=\"alignnone size-medium wp-image-3743\" style=\"letter-spacing: 0px;\" src=\"https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo-300x148.png\" alt=\"\" width=\"300\" height=\"148\" srcset=\"https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo-300x148.png 300w, https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo-1024x505.png 1024w, https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo-768x379.png 768w, https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo-1536x757.png 1536w, https:\/\/training.infnet.site\/wp-content\/uploads\/sites\/11\/2020\/03\/acervo.png 1901w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><span style=\"letter-spacing: 0px;\">\u00a0<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47f1ae0d elementor-widget elementor-widget-heading\" data-id=\"47f1ae0d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CURSOS\/M\u00d3DULOS<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fad35f elementor-widget elementor-widget-accordion\" data-id=\"7fad35f\" data-element_type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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-1331\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1331\" 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\">I900 - An\u00e1lise de Redes Sociais e Processamento de Texto (18h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1331\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1331\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Instalar o software Gephi<br \/>\u2192 Carregar uma base de lista de v\u00e9rtices<br \/>\u2192 Filtrar dados baseados em caracter\u00edsticas da rede<br \/>\u2192 Realizar an\u00e1lise sem\u00e2ntica de texto automatizada<br \/>\u2192 Criar uma visualiza\u00e7\u00e3o de nuvem de palavras<br \/>\u2192 Calcular tf-idf<br \/>\u2192 Agrupar not\u00edcias e textos em t\u00f3picos<\/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-1332\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1332\" 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\">I910 - Introdu\u00e7\u00e3o ao R (18h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1332\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1332\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Explorar dados com a plataforma R Studio Cloud<br \/>\u2192 Instalar pacotes em R <br \/>\u2192 Calcular medidas estat\u00edsticas b\u00e1sicas<br \/>\u2192 Extrair o histograma dos dados<br \/>\u2192 Calcular a correla\u00e7\u00e3o dos dados<\/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-1333\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1333\" 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\">I920 - Estat\u00edstica em Data Science (9h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1333\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1333\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Descrever a distribui\u00e7\u00e3o de um conjunto de dados atrav\u00e9s de medidas estat\u00edsticas<br \/>\u2192 Identificar outliers em um conjunto de dados<br \/>\u2192 Identificar dados faltantes em um conjunto de dados<br \/>\u2192 Realizar a entrada (input) de dados quando h\u00e1 dados faltantes<br \/>\u2192 Criar gr\u00e1ficos que ajudem na visualiza\u00e7\u00e3o de dados usando a ferramenta ggplot<\/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-1334\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1334\" 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\">I930 - Clusteriza\u00e7\u00e3o e Segmenta\u00e7\u00e3o de Dados (18h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1334\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1334\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Produzir um relat\u00f3rio utilizando R Markdown<br \/>\u2192 Criar uma apresenta\u00e7\u00e3o utilizando R Markdown<br \/>\u2192 Publicar um relat\u00f3rio gerado em R Markdown em ambiente online<br \/>\u2192 Criar gr\u00e1ficos de segmenta\u00e7\u00e3o<br \/>\u2192 Segmentar uma base de clientes de uma loja online<br \/>\u2192 Segmentar uma base de dados georreferenciada<\/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-1335\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1335\" 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\">I950 - Modelos Preditivos (18h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1335\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1335\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Entender as fases de um projeto pelo m\u00e9todo CRISP-DM <br \/>\u2192 Acessar uma base de dados utilizando SQL<br \/>\u2192 Aplicar um modelo preditivo para uma base dados do mundo real usando R<br \/>\u2192 Utilizar a funcionalidade forecast para s\u00e9ries temporais<br \/>\u2192 Criar modelos de Machine Learning sem codifica\u00e7\u00e3o com Azure Machine Learning<\/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-1336\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1336\" 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\">I940 - Engenharia de Dados: NoSQL, Hadoop e Spark (18h)<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1336\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1336\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Identificar as principais caracter\u00edsticas e ferramentas de um ambiente baseado no ecossistema Hadoop.<br \/>\u2192 Descrever a arquitetura de um ambiente distribu\u00eddo baseado no ecossistema Hadoop.<br \/>\u2192 Diferenciar execution engines utilizados em ambientes distribu\u00eddos, tais como Map-reduce, TEZ ou Spark.<br \/>\u2192 Mover dados para uma estrutura HDFS.<br \/>\u2192 Consultar dados armazenados em uma estrutura HDFS utilizando o Apache Hive.<\/p><\/div>\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>\n\t\t\t\t<div class=\"elementor-element elementor-element-39ad6b76 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-phone elementor-widget elementor-widget-toggle\" data-id=\"39ad6b76\" data-element_type=\"widget\" data-widget_type=\"toggle.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-toggle\">\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9671\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-9671\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I900 - An\u00e1lise de Redes Sociais e Processamento de Texto (18h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9671\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-9671\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Instalar o software Gephi<br \/>\u2192 Carregar uma base de lista de v\u00e9rtices<br \/>\u2192 Filtrar dados baseados em caracter\u00edsticas da rede<br \/>\u2192 Realizar an\u00e1lise sem\u00e2ntica de texto automatizada<br \/>\u2192 Criar uma visualiza\u00e7\u00e3o de nuvem de palavras<br \/>\u2192 Calcular tf-idf<br \/>\u2192 Agrupar not\u00edcias e textos em t\u00f3picos<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9672\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-9672\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I910 - Introdu\u00e7\u00e3o ao R (18h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9672\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-9672\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Explorar dados com a plataforma R Studio Cloud<br \/>\u2192 Instalar pacotes em R <br \/>\u2192 Calcular medidas estat\u00edsticas b\u00e1sicas<br \/>\u2192 Extrair o histograma dos dados<br \/>\u2192 Calcular a correla\u00e7\u00e3o dos dados<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9673\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-9673\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I920 - Estat\u00edstica em Data Science (9h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9673\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-9673\"><p><strong>Compet\u00eancias:<br \/><\/strong>\u2192 Descrever a distribui\u00e7\u00e3o de um conjunto de dados atrav\u00e9s de medidas estat\u00edsticas<br \/>\u2192 Identificar outliers em um conjunto de dados<br \/>\u2192 Identificar dados faltantes em um conjunto de dados<br \/>\u2192 Realizar a entrada (input) de dados quando h\u00e1 dados faltantes<br \/>\u2192 Criar gr\u00e1ficos que ajudem na visualiza\u00e7\u00e3o de dados usando a ferramenta ggplot<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9674\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-9674\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I930 - Clusteriza\u00e7\u00e3o e Segmenta\u00e7\u00e3o de Dados (18h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9674\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-9674\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Produzir um relat\u00f3rio utilizando R Markdown<br \/>\u2192 Criar uma apresenta\u00e7\u00e3o utilizando R Markdown<br \/>\u2192 Publicar um relat\u00f3rio gerado em R Markdown em ambiente online<br \/>\u2192 Criar gr\u00e1ficos de segmenta\u00e7\u00e3o<br \/>\u2192 Segmentar uma base de clientes de uma loja online<br \/>\u2192 Segmentar uma base de dados georreferenciada<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9675\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-9675\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I940 - Engenharia de Dados: MongoDB, Hadoop e Spark (18h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9675\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-9675\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Administrar pelo menos um ambiente baseado em nuvem (AWS, Google, Azure ou IBM).<br \/>\u2192 Identificar as principais caracter\u00edsticas e ferramentas de um ambiente baseado no ecossistema Hadoop.<br \/>\u2192 Descrever a arquitetura de um ambiente distribu\u00eddo baseado no ecossistema Hadoop.<br \/>\u2192 Diferenciar execution engines utilizados em ambientes distribu\u00eddos, tais como Map-reduce, TEZ ou Spark.<br \/>\u2192 Mover dados para uma estrutura HDFS.<br \/>\u2192 Consultar dados armazenados em uma estrutura HDFS utilizando o Apache Hive.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-toggle-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-9676\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-9676\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon elementor-toggle-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-toggle-icon-opened\"><i class=\"elementor-toggle-icon-opened fas fa-minus\"><\/i><\/span>\n\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-toggle-title\" tabindex=\"0\">I950 - Modelos Preditivos (18h)<\/a>\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<div id=\"elementor-tab-content-9676\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-9676\"><p><strong>Compet\u00eancias:<\/strong><br \/>\u2192 Acessar uma base de dados utilizando SQL <br \/>\u2192 Instalar o pacote de tratamento de s\u00e9ries temporais<br \/>\u2192 Utilizar a funcionalidade Forecast do pacote de s\u00e9ries temporais <br \/>\u2192 Aplicar um modelo preditivo para uma base dados do mundo real<\/p><\/div>\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>\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-d5b4d11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d5b4d11\" data-element_type=\"section\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\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-386e4e2\" data-id=\"386e4e2\" data-element_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-566ba77 elementor-widget elementor-widget-html\" data-id=\"566ba77\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script SameSite=\"None; Secure\" src=\"https:\/\/static.landbot.io\/landbot-3\/landbot-3.0.0.js\"><\/script>\r\n<div id=\"myLandbot\" style=\"width: 100%; height: 600px\"><\/div>\r\n<script>\r\n  var myLandbot = new Landbot.Container({\r\n    container: '#myLandbot',\r\n    configUrl: 'https:\/\/chats.landbot.io\/v3\/H-753196-1JQMZSQZVWJ76Z63\/index.json',\r\n  });\r\n<\/script>\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>PROPOSTA A humanidade produz cada vez mais dados a partir do crescimento do uso de dispositivos m\u00f3veis, redes sociais, IoT&#8230;<\/p>\n","protected":false},"featured_media":4811,"comment_status":"open","ping_status":"closed","template":"","course_category":[71],"course_tag":[225,84,218,227,217,228,230,219,224,86,223,220,229,226,222,221],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.5 (Yoast SEO v22.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Science &amp; Big Data - Instituto Infnet - Infnet Training<\/title>\n<meta name=\"description\" content=\"Domine a linguagem R, estat\u00edstica, relat\u00f3rios, data management, processamento massivo, (Hadoop e NoSQL), machine learning, s\u00e9ries temporais e redes neurais\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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