{"id":68,"date":"2026-03-31T18:56:58","date_gmt":"2026-03-31T21:56:58","guid":{"rendered":"https:\/\/docentes.ifg.edu.br\/gustavo\/?page_id=68"},"modified":"2026-05-21T11:06:52","modified_gmt":"2026-05-21T14:06:52","slug":"inteligencia-artificial-mestrado-em-ciencia-da-computacao-ufj","status":"publish","type":"page","link":"https:\/\/docentes.ifg.edu.br\/gustavo\/inteligencia-artificial-mestrado-em-ciencia-da-computacao-ufj\/","title":{"rendered":"Aprendizagem de M\u00e1quina (Mestrado em Ci\u00eancia da Computa\u00e7\u00e3o &#8211; UFJ)"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>Livros<\/strong><\/h3>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/drive.google.com\/file\/d\/1dMUv3eULwcee1sfIBAUdCAGd5xCzhlWW\/view?usp=drive_link\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"1024\" src=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-780x1024.jpg\" alt=\"\" class=\"wp-image-160\" style=\"width:120px;height:auto\" srcset=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-780x1024.jpg 780w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-229x300.jpg 229w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-768x1008.jpg 768w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-1171x1536.jpg 1171w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2-1561x2048.jpg 1561w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Python_for_Data_Analysis-2.jpg 1951w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/a><\/figure><\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/drive.google.com\/file\/d\/1uV5ii0fBj4gr1xn59XQNDaIoj-AL3ZVM\/view?usp=sharing\"><img loading=\"lazy\" decoding=\"async\" width=\"717\" height=\"1024\" src=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Machine_Learning_Mastery-1-717x1024.jpg\" alt=\"\" class=\"wp-image-161\" style=\"width:106px;height:auto\" srcset=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Machine_Learning_Mastery-1-717x1024.jpg 717w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Machine_Learning_Mastery-1-210x300.jpg 210w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Machine_Learning_Mastery-1-768x1097.jpg 768w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Machine_Learning_Mastery-1.jpg 1000w\" sizes=\"(max-width: 717px) 100vw, 717px\" \/><\/a><\/figure><\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><a href=\"https:\/\/drive.google.com\/file\/d\/1gpRGhs1M-_EHlRYLhyeC6VbNU-L9-ZIT\/view?usp=drive_link\"><img loading=\"lazy\" decoding=\"async\" width=\"762\" height=\"1000\" src=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Feature_Engineering_for_ML-2.jpg\" alt=\"\" class=\"wp-image-162\" style=\"width:120px;height:auto\" srcset=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Feature_Engineering_for_ML-2.jpg 762w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/04\/Feature_Engineering_for_ML-2-229x300.jpg 229w\" sizes=\"(max-width: 762px) 100vw, 762px\" \/><\/a><\/figure><\/div><\/div>\n<\/div>\n\n\n\n<p>&nbsp;<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/drive.google.com\/drive\/folders\/1T7rqCP_5O_iB6gVEeKAmyhdJnyG3cEj_?usp=drive_link\">Acesso \u00e0 lista completa de e-books<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Slides<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Aula 01: <a href=\"https:\/\/drive.google.com\/file\/d\/1qxPw_248LpKX22perC4Rh4feg8slW_YK\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Apresenta\u00e7\u00e3o da disciplina<\/a><\/li>\n\n\n\n<li>Aula 02: <a href=\"https:\/\/drive.google.com\/file\/d\/1u_In0HFBSR7hz_8rzOW9cFyggCIdyapr\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Conceitos b\u00e1sicos<\/a><\/li>\n\n\n\n<li>Aula 03: <a href=\"https:\/\/drive.google.com\/file\/d\/1sB60SSlQAbFgGmB8MMIC5vHLLJu_DTwM\/view?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">Dados e pr\u00e9-processamento<\/a><\/li>\n\n\n\n<li>Aula 04: <a href=\"https:\/\/drive.google.com\/file\/d\/1wb0nhxLWvwxyY9cqqFMliKluZQVLtT_Y\/view?usp=sharing\">Classifica\u00e7\u00e3o<\/a><\/li>\n\n\n\n<li>Aula 05: <a href=\"https:\/\/drive.google.com\/file\/d\/138E9vw-2EiaHw0IRdlbFnk7_M8n5Ss8H\/view?usp=sharing\">Classifica\u00e7\u00e3o &#8211; KNN<\/a><\/li>\n\n\n\n<li>Aula 06\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/1ctZZXfezewYyirk0CIOapVFvBx54wJEh\/view?usp=sharing\">\u00c1rvores de Decis\u00e3o<\/a> (Decision Trees)<\/li>\n\n\n\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/1-Mns6AjunRhfHFRAdHP5slr5zkUpoKHJ\/view?usp=sharing\">Exemplo de \u00e1rvore de decis\u00e3o<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>C\u00f3digos Notebook<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/colab.research.google.com\/drive\/1l43VfqNQZpe-cGaIFRWN_xLoGqVLw5If?usp=sharing\">Visualiza\u00e7\u00e3o de um processo de An\u00e1lise Explorat\u00f3ria de Dados<\/a>\n<ul class=\"wp-block-list\">\n<li>Dataset (<a href=\"https:\/\/drive.google.com\/file\/d\/1sjAXw4v3D-TFxtse7bGspBW-gLgrym17\/view?usp=sharing\">Brazil_cities.csv<\/a>)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/1XtNgzbCqHwTDWoVEdGPHNhmSGsdZ2Nq4\/view?usp=sharing\">Titanic<\/a>\n<ul class=\"wp-block-list\">\n<li>Training Dataset (<a href=\"https:\/\/drive.google.com\/file\/d\/1RzTylBQA7XOxhogM4iovdCH-nd52YyaO\/view?usp=sharing\">Titanic_train.csv<\/a>)<\/li>\n\n\n\n<li>Test Dataset (<a href=\"https:\/\/drive.google.com\/file\/d\/15UkHG3y9wc_k9YAraGPlGGHvvoz3Lmdi\/view?usp=sharing\">Titanic_test.csv<\/a>)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><a href=\"https:\/\/drive.google.com\/drive\/folders\/1rDSjU8sU_B_yWMNzYGtcUNwWEWS59ly5?usp=sharing\">Home Credit Risk Analysis<\/a> (Pasta com Notebook e Dataset)<\/li>\n\n\n\n<li>Problema de Classifica\u00e7\u00e3o\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/colab.research.google.com\/drive\/1b-NIlpI5gzGFkH20MrezUB6d3BWXr3aB?usp=sharing\">Bank Marketing<\/a> (j\u00e1 inclui a leitura do dataset remotamente)<\/li>\n\n\n\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/1NyXEQymWeqaIJNSwnvleZK2hiaug2Qpe\/view?usp=sharing\">Interpreta\u00e7\u00e3o dos resultados<\/a> do Notebook ama<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Exerc\u00edcios:<\/strong><\/h1>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><strong>Exerc\u00edcio 01<\/strong>: An\u00e1lise Explorat\u00f3ria de Dados (<a href=\"https:\/\/drive.google.com\/file\/d\/1kgxDkVZVWiIIQH1kO0uKRRiq1TP-oAUn\/view?usp=sharing\">enunciado<\/a>)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dataset para treinamento (<a href=\"https:\/\/drive.google.com\/file\/d\/1PYIbi-cgCiFrUkMu0RV2MxQ5FvwQWSfm\/view?usp=drive_link\">application_train.csv.zip<\/a>)<\/li>\n\n\n\n<li>Dataset para teste (<a href=\"https:\/\/drive.google.com\/file\/d\/1ll3aJZYGmOQBer62976swAFNVqIOZfQ9\/view?usp=drive_link\">application_test.csv.zip<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>Atividade de refor\u00e7o<\/strong>: <a href=\"https:\/\/github.com\/gassis\/machine_learning\/tree\/552fabec7a2fe7cb0d96d2540e483a4e4ea72186\/tutorial\">Material para Autotutoria<\/a> &#8211; an\u00e1lise explorat\u00f3ria (<strong>Realizar at\u00e9 a Parte 5<\/strong>)<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Seguir a sequ\u00eancia da parte 1 at\u00e9 a parte 5<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><strong>Exerc\u00edcio 02<\/strong>: Classifica\u00e7\u00e3o<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Incluir, pelo menos, mais 3 algoritmos de classifica\u00e7\u00e3o (um deles dever\u00e1 ser obrigatoriamente o <strong>XGBoost<\/strong>) no <a href=\"https:\/\/colab.research.google.com\/drive\/1b-NIlpI5gzGFkH20MrezUB6d3BWXr3aB?usp=sharing\">Notebook de Classifica\u00e7\u00e3o<\/a> (Bank Marketing).\n<ul class=\"wp-block-list\">\n<li>N\u00e3o se esque\u00e7a de <span style=\"text-decoration: underline\">aplicar as m\u00e9tricas de an\u00e1lise de efici\u00eancia dos resultados<\/span>, al\u00e9m de otimizar os hiperpar\u00e2metros do melhor algoritmo por meio do GridSearchCV.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\"><strong>Exerc\u00edcio 03<\/strong>: Classifica\u00e7\u00e3o (\u00c1rvores de Decis\u00e3o)<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"123\" src=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1-1024x123.png\" alt=\"\" class=\"wp-image-235\" style=\"width:817px;height:auto\" srcset=\"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1-1024x123.png 1024w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1-300x36.png 300w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1-768x92.png 768w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1-1536x184.png 1536w, https:\/\/docentes.ifg.edu.br\/gustavo\/wp-content\/uploads\/sites\/12\/2026\/05\/Captura-de-tela-de-2026-05-21-09-41-18-1.png 1822w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4><span dir=\"auto\">\ud83d\udccc Sobre o conjunto de dados<\/span><\/h4>\n<p><span dir=\"auto\">\u00c0 medida que ferramentas de IA generativa como ChatGPT, Copilot e Gemini se tornam cada vez mais presentes na vida acad\u00eamica, compreender seu\u00a0<\/span><strong><span dir=\"auto\">verdadeiro impacto sobre os estudantes<\/span><\/strong><span dir=\"auto\">\u00a0se torna crucial. Este conjunto de dados oferece um panorama rico e multidimensional das intera\u00e7\u00f5es dos estudantes com a IA \u2014 abrangendo resultados acad\u00eamicos, padr\u00f5es comportamentais, contexto institucional e bem-estar psicol\u00f3gico.<\/span><\/p>\n<p><span dir=\"auto\">Seja voc\u00ea pesquisador, educador, cientista de dados ou formulador de pol\u00edticas, este conjunto de dados oferece um terreno f\u00e9rtil para explorar os\u00a0<\/span><strong><span dir=\"auto\">benef\u00edcios e os riscos da ado\u00e7\u00e3o da IA \u200b\u200bno ensino superior<\/span><\/strong><span dir=\"auto\">\u00a0.<\/span><\/p>\n\n\n\n<ul>\n<li>Independente de ser a solu\u00e7\u00e3o mais adequada para o problema, voc\u00eas dever\u00e3o trabalhar na constru\u00e7\u00e3o de uma \u00e1rvore de decis\u00e3o a partir deste dataset.<\/li>\n<li>A vari\u00e1vel alvo a ser considerada ser\u00e1 <strong>Burnout_Risk_Level<\/strong>.<\/li>\n<li>O que dever\u00e1 ser entregue?\n<ul>\n<li>Um arquivo notebook com a constru\u00e7\u00e3o da \u00e1rvore de decis\u00e3o<\/li>\n<li>A base inicial para constru\u00e7\u00e3o da \u00e1rvore de decis\u00e3o ser\u00e1 o notebook que pode ser obtido aqui: <a href=\"https:\/\/drive.google.com\/file\/d\/1omEqWcP0sqh5cg6InxrGQ8UHeMHJS5jU\/view?usp=sharing\"><strong>link<\/strong><\/a>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Livros &nbsp; Acesso \u00e0 lista completa de e-books Slides C\u00f3digos Notebook Exerc\u00edcios: Exerc\u00edcio 01: An\u00e1lise Explorat\u00f3ria de Dados (enunciado) Atividade de refor\u00e7o: Material para Autotutoria &#8211; an\u00e1lise explorat\u00f3ria (Realizar at\u00e9 a Parte 5) &nbsp; Exerc\u00edcio 02: Classifica\u00e7\u00e3o &nbsp; Exerc\u00edcio 03: Classifica\u00e7\u00e3o (\u00c1rvores de Decis\u00e3o) \ud83d\udccc Sobre o conjunto de dados \u00c0 medida que ferramentas de [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-68","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/pages\/68"}],"collection":[{"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/comments?post=68"}],"version-history":[{"count":50,"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/pages\/68\/revisions"}],"predecessor-version":[{"id":243,"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/pages\/68\/revisions\/243"}],"wp:attachment":[{"href":"https:\/\/docentes.ifg.edu.br\/gustavo\/wp-json\/wp\/v2\/media?parent=68"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}