{"id":31121,"date":"2023-04-20T16:37:20","date_gmt":"2023-04-20T19:37:20","guid":{"rendered":"https:\/\/faculdadeinfnet.com.br\/?post_type=faculdade&#038;p=31121"},"modified":"2023-05-24T11:54:44","modified_gmt":"2023-05-24T14:54:44","slug":"maquina-nao-supervisionada","status":"publish","type":"faculdade","link":"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/maquina-nao-supervisionada\/","title":{"rendered":"Ci\u00eancia de Dados e I.A. : Aprendizagem de M\u00e1quina N\u00e3o-Supervisionada"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"31121\" class=\"elementor elementor-31121\" data-elementor-post-type=\"faculdade\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-79590bd elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"79590bd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e9e7bb1\" data-id=\"e9e7bb1\" 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-36f6c74 elementor-widget elementor-widget-heading\" data-id=\"36f6c74\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Faculdade de <span style=\"font-weight:bold;color:#287D76\">Ci\u00eancia de Dados e Intelig\u00eancia Artificial<\/span><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b54070 elementor-widget elementor-widget-heading\" data-id=\"5b54070\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><font color=\"#287d76\"><b>aprendizagem de M\u00e1quina N\u00e3o-Supervisionada<\/b><\/font><\/h1>\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-b764bdb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b764bdb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-92b026f\" data-id=\"92b026f\" 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-1f0790d elementor-widget elementor-widget-text-editor\" data-id=\"1f0790d\" 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\n<table id=\"tablepress-maquina-n-supervisionada\" class=\"tablepress tablepress-id-maquina-n-supervisionada\">\n<tbody class=\"row-hover\">\n<tr class=\"row-1 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">Entreg\u00e1vel do Bloco:<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">Aplica\u00e7\u00f5es de modelagem de fen\u00f4menos por meio de aprendizagem de m\u00e1quina para agrupamentos de observa\u00e7\u00f5es similares, como segmentos de clientes e grupos de risco similar<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-5 odd\">\n\t<td class=\"column-1\">Projeto de Bloco: Aprendizagem de M\u00e1quina N\u00e3o Supervisionada<\/td>\n<\/tr>\n<tr class=\"row-6 even\">\n\t<td class=\"column-1\">Analisar casos de aplica\u00e7\u00e3o de aprendizagem de m\u00e1quina n\u00e3o supervisionado<\/td>\n<\/tr>\n<tr class=\"row-7 odd\">\n\t<td class=\"column-1\">Entender o modelo CRISP-DM de desenvolvimento de projeto<\/td>\n<\/tr>\n<tr class=\"row-8 even\">\n\t<td class=\"column-1\">Utilizar PCA em uma base de dados multi-dimensional<\/td>\n<\/tr>\n<tr class=\"row-9 odd\">\n\t<td class=\"column-1\">Utilizar o algoritmo de K-M\u00e9dias em uma base de dados multi-dimensional<\/td>\n<\/tr>\n<tr class=\"row-10 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-11 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-12 even\">\n\t<td class=\"column-1\">Algoritmos para Clusteriza\u00e7\u00e3o de Dados I<\/td>\n<\/tr>\n<tr class=\"row-13 odd\">\n\t<td class=\"column-1\">1 &#8211; Explicar a motiva\u00e7\u00e3o de usar algoritmos n\u00e3o-supervisionadas<\/td>\n<\/tr>\n<tr class=\"row-14 even\">\n\t<td class=\"column-1\">2 &#8211; Explicar diferentes tipos de algoritmos de clusteriza\u00e7\u00e3o<\/td>\n<\/tr>\n<tr class=\"row-15 odd\">\n\t<td class=\"column-1\">3 &#8211; Escolher a t\u00e9cnica mais adequada de clusteriza\u00e7\u00e3o para diferentes problemas<\/td>\n<\/tr>\n<tr class=\"row-16 even\">\n\t<td class=\"column-1\">4 &#8211; Aplicar os algoritmos de K-Means e HCluster em dados reais<\/td>\n<\/tr>\n<tr class=\"row-17 odd\">\n\t<td class=\"column-1\">5 &#8211; Aplicar o algoritmo de DBScan em dados reais.<\/td>\n<\/tr>\n<tr class=\"row-18 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-19 odd\">\n\t<td class=\"column-1\">\u00c1lgebra Linear<\/td>\n<\/tr>\n<tr class=\"row-20 even\">\n\t<td class=\"column-1\">1 &#8211; Utilizar o m\u00f3dulo numpy de Python para manipula\u00e7\u00e3o de matrizes e vetores<\/td>\n<\/tr>\n<tr class=\"row-21 odd\">\n\t<td class=\"column-1\">2 &#8211; Calcular o inverso de uma matriz e sua determinante<\/td>\n<\/tr>\n<tr class=\"row-22 even\">\n\t<td class=\"column-1\">3 &#8211; Interpretar a independ\u00eancia linear entre matrizes<\/td>\n<\/tr>\n<tr class=\"row-23 odd\">\n\t<td class=\"column-1\">4 &#8211; Entender o conceito de espa\u00e7os vetoriais e suas dimens\u00f5es<\/td>\n<\/tr>\n<tr class=\"row-24 even\">\n\t<td class=\"column-1\">5 &#8211; Calcular autovalores e autovetores<\/td>\n<\/tr>\n<tr class=\"row-25 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-26 even\">\n\t<td class=\"column-1\">Algoritmos para Clusteriza\u00e7\u00e3o de Dados II<\/td>\n<\/tr>\n<tr class=\"row-27 odd\">\n\t<td class=\"column-1\">1 &#8211; Compreender as medidas de dist\u00e2ncias: Euclideana, Cosseno e Manhantan<\/td>\n<\/tr>\n<tr class=\"row-28 even\">\n\t<td class=\"column-1\">2 &#8211; Aplicar a medida de silhueta para problemas complexos usando a implementa\u00e7\u00e3o de Scikit-Learn<\/td>\n<\/tr>\n<tr class=\"row-29 odd\">\n\t<td class=\"column-1\">3 &#8211; Realizar a an\u00e1lise de componentes principais em um conjunto de dados<\/td>\n<\/tr>\n<tr class=\"row-30 even\">\n\t<td class=\"column-1\">4 &#8211; Reduzir a dimensionalidade de um problema para solu\u00e7\u00e3o com algoritmos de clusteriza\u00e7\u00e3o<\/td>\n<\/tr>\n<tr class=\"row-31 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-32 even\">\n\t<td class=\"column-1\">Implementa\u00e7\u00e3o de Modelos de Aprendizado de M\u00e1quina<\/td>\n<\/tr>\n<tr class=\"row-33 odd\">\n\t<td class=\"column-1\">1 &#8211; Construir uma solu\u00e7\u00e3o que aplica um modelo elaborado em uma base de dados.<\/td>\n<\/tr>\n<tr class=\"row-34 even\">\n\t<td class=\"column-1\">2 &#8211; Desenvolver um sistema de coleta de dados usando API p\u00fablicas<\/td>\n<\/tr>\n<tr class=\"row-35 odd\">\n\t<td class=\"column-1\">3 &#8211; Preparar um modelo previamente treinado para uma solu\u00e7\u00e3o de streaming de dados<\/td>\n<\/tr>\n<tr class=\"row-36 even\">\n\t<td class=\"column-1\">4 &#8211; Estabelecer um m\u00e9todo de atualiza\u00e7\u00e3o de um modelo empregado em produ\u00e7\u00e3o<\/td>\n<\/tr>\n<tr class=\"row-37 odd\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<tr class=\"row-38 even\">\n\t<td class=\"column-1\"><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-maquina-n-supervisionada from cache -->\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-7c8b781 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"7c8b781\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-80a8336\" data-id=\"80a8336\" 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-2d4cba2 elementor-widget elementor-widget-template\" data-id=\"2d4cba2\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"22352\" class=\"elementor elementor-22352\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3f5475b2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f5475b2\" data-element_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-31a4b048\" data-id=\"31a4b048\" 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-698cd645 elementor-widget elementor-widget-heading\" data-id=\"698cd645\" 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\"><span style=\"font-weight:bold;color:#FFF\">blocos<\/span> do curso<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-416cdeed elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"416cdeed\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-57f3efb3\" data-id=\"57f3efb3\" 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-5162434e elementor-widget elementor-widget-heading\" data-id=\"5162434e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/processamento-de-dados\/\">Fundamentos do Processamento de Dados<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a6c0a82 elementor-widget elementor-widget-heading\" data-id=\"5a6c0a82\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/desenvolvimento-de-software\/\">Fundamentos do Desenvolvimento de Software<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71992e72 elementor-widget elementor-widget-heading\" data-id=\"71992e72\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/bi-data-warehouse\/\">Business Intelligence e Data Warehouse<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f71d0b elementor-widget elementor-widget-heading\" data-id=\"f71d0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/engenharia-de-dados\/\">Engenharia de Dados: Big Data<\/a><\/h3>\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-66d6dfbe\" data-id=\"66d6dfbe\" 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-3828744e elementor-widget elementor-widget-heading\" data-id=\"3828744e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/analise-qualidade-governanca-dados\/\">An\u00e1lise, Qualidade e Governan\u00e7a de Dados<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45c86191 elementor-widget elementor-widget-heading\" data-id=\"45c86191\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/maquina-nao-supervisionada\/\">Aprendizagem de M\u00e1quina <br>N\u00e3o Supervisionada<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-617c0bd1 elementor-widget elementor-widget-heading\" data-id=\"617c0bd1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/aprendizagem-de-maquina-supervisionada\/\">Aprendizagem de M\u00e1quina Supervisionada<\/a><\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75191d66 elementor-widget elementor-widget-heading\" data-id=\"75191d66\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/faculdade.infnet.site\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/mineracao-de-texto-e-processamento-de-linguagem-neural\/\">Minera\u00e7\u00e3o de Texto e Processamento de Linguagem Neural<\/a><\/h3>\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 class=\"elementor-element elementor-element-373374c elementor-widget elementor-widget-spacer\" data-id=\"373374c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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-72b884b0 elementor-widget elementor-widget-heading\" data-id=\"72b884b0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.infnet.edu.br\/esti\/faculdade\/ciencia-de-dados-e-inteligencia-artificial\/\">Voltar \u00e0 p\u00e1gina principal da gradua\u00e7\u00e3o<\/a><\/h3>\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\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-259f1d4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"259f1d4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-743fc52\" data-id=\"743fc52\" 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-ef78a97 elementor-widget elementor-widget-global elementor-global-15815 elementor-widget-html\" 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