{"id":5142,"date":"2023-10-05T07:33:31","date_gmt":"2023-10-05T07:33:31","guid":{"rendered":"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/"},"modified":"2023-10-05T07:33:31","modified_gmt":"2023-10-05T07:33:31","slug":"tutoriais-de-aprendizado-de-maquina","status":"publish","type":"page","link":"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/","title":{"rendered":"Tutoriais de aprendizado de m\u00e1quina"},"content":{"rendered":"<p><span style=\"color: #000000;\">Esta p\u00e1gina lista todos os tutoriais de aprendizado de m\u00e1quina dispon\u00edveis em Statorials.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Introdu\u00e7\u00e3o ao aprendizado de m\u00e1quina<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/aprendizagem-supervisionada-vs.-aprendizagem-nao-supervisionada\/\">Aprendizagem supervisionada ou n\u00e3o supervisionada<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-vs.-classificacao\/\">Algoritmos de regress\u00e3o e classifica\u00e7\u00e3o<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/compromisso-de-variancia-de-vies\/\">A compensa\u00e7\u00e3o entre vi\u00e9s e vari\u00e2ncia<\/a><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>Regress\u00e3o linear<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/regressao-linear-1\/\">Regress\u00e3o linear simples<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-simples-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-simples-em-python\/\">Python<\/a> )<br \/><\/span> <strong><a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla\/\">Regress\u00e3o linear m\u00faltipla<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-multipla-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-linear-python\/\">Python<\/a> )<br \/><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Classifica\u00e7\u00e3o<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/regressao-logistica-1\/\">Regress\u00e3o log\u00edstica<\/a><\/strong> <span style=\"color: #000000;\">(R, <a href=\"https:\/\/statorials.org\/pt\/regressao-logistica-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-linear\/\">An\u00e1lise discriminante linear<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-linear-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-linear-em-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-quadratica\/\">An\u00e1lise discriminante quadr\u00e1tica<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-quadratica-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/analise-discriminante-quadratica-em-python\/\">Python<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Como avaliar a adequa\u00e7\u00e3o do modelo<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/overfitting-de-aprendizado-de-maquina\/\">O que \u00e9 sobreajuste?<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/deixe-uma-unica-validacao-cruzada\/\">Valida\u00e7\u00e3o cruzada Leave-One-Out<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/deixe-uma-validacao-cruzada-de-fora-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/deixe-sair-a-validacao-cruzada-em-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/validacao-cruzada-k-fold\/\">Valida\u00e7\u00e3o cruzada K-Fold<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/validacao-cruzada-k-fold-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/validacao-cruzada-k-fold-em-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Sele\u00e7\u00e3o de modelo<br \/><\/span> <a href=\"https:\/\/statorials.org\/pt\/melhor-selecao-de-subconjuntos\/\">Melhor sele\u00e7\u00e3o de subconjunto<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/selecao-por-etapas\/\">Sele\u00e7\u00e3o gradual<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-passo-a-passo-r\/\">R<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Regulariza\u00e7\u00e3o<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/regressao-do-cume\/\">Regress\u00e3o de Ridge<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-de-crista-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-de-crista-em-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/regressao-laco\/\">Regress\u00e3o la\u00e7o<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-laco-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-laco-em-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Redu\u00e7\u00e3o dimensional<br \/><\/span> <a href=\"https:\/\/statorials.org\/pt\/regressao-de-componentes-principais\/\">Regress\u00e3o de componentes principais<\/a><\/strong> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/pt\/regressao-de-componentes-principais-em-r\/\">(R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-de-componentes-principais-em-python\/\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/minimos-quadrados-parciais\/\">M\u00ednimos quadrados parciais<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/minimos-quadrados-parciais-em-r\/\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/arestas-menos-parciais-em-python\/\">Python<\/a> )<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">Modelos de regress\u00e3o avan\u00e7ados<\/span><br \/> <a href=\"https:\/\/statorials.org\/pt\/regressao-polinomial-1\/\">Regress\u00e3o polinomial<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/regressao-polinomial-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">R<\/a> , <a href=\"https:\/\/statorials.org\/pt\/regressao-polinomial-python\/\" target=\"_blank\" rel=\"noopener noreferrer\">Python<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/splines-de-regressao-adaptativa-multivariada\/\" rel=\"noopener noreferrer\">Splines de regress\u00e3o adaptativa multivariada<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/splines-de-regressao-adaptativa-multivariada-em-r\/\">R<\/a> , Python)<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>M\u00e9todos baseados em \u00e1rvore<\/strong><\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/arvores-de-classificacao-e-regressao\/\">\u00c1rvores de classifica\u00e7\u00e3o e regress\u00e3o<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/arvores-de-classificacao-e-regressao-em-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/aprendizado-de-maquina-de-ensacamento\/\">Ensacamento<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/ensacamento-em-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/exercicios-aleatorios\/\">Florestas aleat\u00f3rias<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/broca-aleatoria-em-r\/\">R<\/a> )<\/span><br \/> <strong><a href=\"https:\/\/statorials.org\/pt\/impulsionar-o-aprendizado-de-maquina\/\">Impulsionando<\/a><\/strong> <span style=\"color: #000000;\">( <a href=\"https:\/\/statorials.org\/pt\/xgboost-em-r\/\">R<\/a> )<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Aprendizagem n\u00e3o supervisionada<\/strong><\/span> <strong><br \/><a href=\"https:\/\/statorials.org\/pt\/analise-de-componentes-principais-em-r\/\" rel=\"noopener noreferrer\">An\u00e1lise de componentes principais em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/k-significa-agrupamento-em-r\/\">Clustering K-Means em R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pt\/k-medoides-em-r\/\">Agrupamento de K-Medoids em R<\/a><br \/><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Esta p\u00e1gina lista todos os tutoriais de aprendizado de m\u00e1quina dispon\u00edveis em Statorials. Introdu\u00e7\u00e3o ao aprendizado de m\u00e1quina Aprendizagem supervisionada ou n\u00e3o supervisionada Algoritmos de regress\u00e3o e classifica\u00e7\u00e3o A compensa\u00e7\u00e3o entre vi\u00e9s e vari\u00e2ncia Regress\u00e3o linear Regress\u00e3o linear simples ( R , Python ) Regress\u00e3o linear m\u00faltipla ( R , Python ) Classifica\u00e7\u00e3o Regress\u00e3o log\u00edstica [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-5142","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tutoriais de aprendizado de m\u00e1quina<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tutoriais de aprendizado de m\u00e1quina\" \/>\n<meta property=\"og:description\" content=\"Esta p\u00e1gina lista todos os tutoriais de aprendizado de m\u00e1quina dispon\u00edveis em Statorials. Introdu\u00e7\u00e3o ao aprendizado de m\u00e1quina Aprendizagem supervisionada ou n\u00e3o supervisionada Algoritmos de regress\u00e3o e classifica\u00e7\u00e3o A compensa\u00e7\u00e3o entre vi\u00e9s e vari\u00e2ncia Regress\u00e3o linear Regress\u00e3o linear simples ( R , Python ) Regress\u00e3o linear m\u00faltipla ( R , Python ) Classifica\u00e7\u00e3o Regress\u00e3o log\u00edstica [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/\",\"url\":\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/\",\"name\":\"Tutoriais de aprendizado de m\u00e1quina\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pt\/#website\"},\"datePublished\":\"2023-10-05T07:33:31+00:00\",\"dateModified\":\"2023-10-05T07:33:31+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Lar\",\"item\":\"https:\/\/statorials.org\/pt\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Tutoriais de aprendizado de m\u00e1quina\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pt\/#website\",\"url\":\"https:\/\/statorials.org\/pt\/\",\"name\":\"Statorials\",\"description\":\"O seu guia para a literacia estat\u00edstica!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pt\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Tutoriais de aprendizado de m\u00e1quina","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/pt\/tutoriais-de-aprendizado-de-maquina\/","og_locale":"pt_PT","og_type":"article","og_title":"Tutoriais de aprendizado de m\u00e1quina","og_description":"Esta p\u00e1gina lista todos os tutoriais de aprendizado de m\u00e1quina dispon\u00edveis em Statorials. 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