{"id":123,"date":"2017-07-27T20:45:24","date_gmt":"2017-07-27T20:45:24","guid":{"rendered":"http:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=123"},"modified":"2024-10-04T10:49:46","modified_gmt":"2024-10-04T10:49:46","slug":"inteligencia-artificial","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/inteligencia-artificial\/","title":{"rendered":"GCC1734 &#8211; Intelig\u00eancia Artificial (2018.1)"},"content":{"rendered":"<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/ai_boss.jpg\"><img decoding=\"async\" class=\"alignnone size-medium wp-image-82\" src=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/ai_boss.jpg\" alt=\"causation\"><\/a><\/p>\n<p>&nbsp;<\/p>\n<hr>\n<h3>Cursos<\/h3>\n<ul>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/portal\/index.php\/ciencia-da-computacao\/\">Bacharelado&nbsp;em Ci\u00eancia da Computa\u00e7\u00e3o<\/a><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/portal\/index.php\/sistemas-para-internet\/\">Tecnologia em Sistemas para Internet<\/a><\/li>\n<\/ul>\n<hr>\n<h3>Locais e Hor\u00e1rios das Aulas<\/h3>\n<ul>\n<li>2as-feiras, das 16:30h \u00e0s 18:15h, no Pavilh\u00e3o de Inform\u00e1tica, lab. 02<\/li>\n<li>6as-feiras, das 16:30h \u00e0s 18:15h, no Pavilh\u00e3o de Inform\u00e1tica, lab. 02<\/li>\n<\/ul>\n<hr>\n<h3>Objetivos<\/h3>\n<p>Apresentar uma introdu\u00e7\u00e3o aos conceitos, modelos, m\u00e9todos, t\u00e9cnicas e aplica\u00e7\u00f5es da Intelig\u00eancia Artificial.<\/p>\n<hr>\n<h3>Ementa<\/h3>\n<p>Introdu\u00e7\u00e3o \u00e0 Intelig\u00eancia Artificial; Estrat\u00e9gias de Busca em Espa\u00e7os de Estados. Problemas de Busca com Restri\u00e7\u00f5es. Busca Adversarial. Processos de Decis\u00e3o de Markov. Aprendizado por Refor\u00e7o. Redes Bayesianas. Aprendizado de M\u00e1quina.<\/p>\n<p>Veja tamb\u00e9m o <a href=\"http:\/\/eic.cefet-rj.br\/portal\/wp-content\/uploads\/2014\/11\/INTELIG%C3%8ANCIA-ARTIFICIAL-GCC1734.pdf\">plano de ensino<\/a> da disciplina.<\/p>\n<hr>\n<h3>Moodle<\/h3>\n<p>Todos os alunos regularmente inscritos ser\u00e3o adicionados \u00e0 disciplina hom\u00f4nima no <a href=\"http:\/\/eic.cefet-rj.br\/moodle\/\">Moodle<\/a>, para que possam receber avisos importantes (dia\/hor\u00e1rio das provas, d\u00favidas gerais, submiss\u00f5es dos trabalhos, etc).<\/p>\n<hr>\n<h3>Livro Texto<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignleft\" src=\"http:\/\/aima.cs.berkeley.edu\/cover2.jpg\" width=\"143\" height=\"186\"><\/p>\n<p>&nbsp;<\/p>\n<p>Russell &amp; Norvig, <strong>Artificial Intelligence: A Modern Approach<\/strong>, 3rd ed.<\/p>\n<p><a href=\"http:\/\/aima.cs.berkeley.edu\/\">P\u00e1gina WEB do livro<\/a><\/p>\n<p>Esse livro foi traduzido pela Elsevier\/Brasil.<\/p>\n<p>&nbsp;<\/p>\n<hr>\n<h3>Aulas<\/h3>\n<p>Veja tamb\u00e9m o <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-PlanoCurso-2018.1.pdf\" target=\"_blank\" rel=\"noopener\">plano de curso<\/a> da disciplina e o <a href=\"http:\/\/www.cefet-rj.br\/attachments\/article\/199\/Cal_2018_GRAD_Mar%20-%20VF.pdf\">calend\u00e1rio acad\u00eamico das gradua\u00e7\u00f5es<\/a> do CEFET\/RJ.<\/p>\n<p><!--\n\n\n<tr>\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">22<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a027\/out<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\">Cadeias de Markov<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-12a-Modelos-de-Markov.pptx\">IA_12a<\/a><\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n\n\n<\/tr>\n\n\n\n\n<tr>\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">23<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a030\/out<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\">Modelos Ocultos de Markov<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-12b-Modelos-Ocultos-de-Markov.pptx\">IA_12b<\/a><\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n\n\n<\/tr>\n\n\n\n\n<tr>\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">24<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a006\/nov<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\">Modelos Ocultos de Markov - Filtragem<\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-13-Modelos-Ocultos-de-Markov-filtragem.pptx\">IA_12c<\/a><\/td>\n\n\n\n\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n\n\n<\/tr>\n\n\n--><\/p>\n<table style=\"border: 1px solid #cccccc;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"border: 1px solid #cccccc;\"><b>Aula<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Data<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Coment\u00e1rio<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Slides<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Leitura\/Tarefa<\/b><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">1<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">19\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Sem aula &#8211; Visita de avalia\u00e7\u00e3o do MEC<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">2<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">23\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Log\u00edstica do curso, plano de aulas. Motiva\u00e7\u00e3o,&nbsp;vis\u00e3o geral e exemplos de aplica\u00e7\u00f5es da&nbsp;IA<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-00-Apresentac\u0327a\u0303o-da-Disciplina.pptx\" target=\"_blank\" rel=\"noopener\">IA_00<\/a> e <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-01-Vis\u00e3o-Geral-da-IA.pptx\">IA_01<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">3<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">26\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes e Problemas de Busca<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-02a-Agentes-e-Problemas-de-Busca.pptx\">IA_02a<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">4<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">02\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca sem Informa\u00e7\u00e3o (<em>Blind Search<\/em>) &#8211; BFS, DFS, UCS, DLS, IDS<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-02b-Busca-sem-Informa\u00e7\u00e3o.pptx\">IA_02b<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">5<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;05\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Tutorial de Python (parte 1)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/tutorial-python.zip\">Notebook<\/a>, <a href=\"https:\/\/www.dropbox.com\/s\/q5j02qapqsihmp5\/tutorial-python.pdf?dl=0\">PDF<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">6<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">09\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Sem aula &#8211; Workshop de Ci\u00eancia de Dados &#8211; LNCC<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">7<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;12\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Tutorial de Python (parte 2)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/search-plus.zip\">search-plus.zip<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">8<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;16\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca com Informa\u00e7\u00e3o: Busca Gulosa e Algoritmo A*<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-03-Busca-com-Informa\u00e7\u00e3o.pptx\">IA_03<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">Livro-texto 3.6<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">9<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;19\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Otimalidade do Algoritmo A*<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-03-Busca-com-Informa\u00e7\u00e3o.pptx\">IA_03<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">Divulga\u00e7\u00e3o do T1<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">10<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;23\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca Competitiva (<em>Adversarial Search<\/em>) &#8211; Jogos Determin\u00edsticos<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-04-Busca-Competitiva-Jogos-Determin\u00edsticos.pptx\">IA_04<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">11<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;26\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca Competitiva (<em>Adversarial Search<\/em>) &#8211; Jogos Estoc\u00e1sticos (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-05-Busca-Competitiva-Jogos-Estoc\u00e1sticos.pptx\">IA05<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">IA_05<\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">11<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;30\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Feriado de P\u00e1scoa<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">12<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;02\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Processos de Decis\u00e3o de Markov (parte 1\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-07-Processos-de-Decis\u00e3o-de-Markov-I.pptx\">IA_07<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">13<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;06\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Processos de Decis\u00e3o de Markov (parte 2\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-08-Processos-de-Decis\u00e3o-de-Markov-II.pptx\">IA_08<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">14<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;09\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Processos de Decis\u00e3o de Markov (parte 3\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-08-Processos-de-Decis\u00e3o-de-Markov-II.pptx\">IA_08<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/multiAgents.txt\">multiagents.py<\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">15<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;16\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aplica\u00e7\u00e3o da P1<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">16<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;20\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">n\u00e3o houve aula &#8211; semana de provas<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8212;<\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">17<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;27\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por Refor\u00e7o (parte 1\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-09-Aprendizado-por-Refor\u00e7o-I.pptx\">IA_09<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">18<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;04\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por Refor\u00e7o (parte 2\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-10-Aprendizado-por-Refor\u00e7o-II.pptx\">IA_10<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">19<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">07\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por Refor\u00e7o (parte 3\/3)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-10-Aprendizado-por-Refor\u00e7o-II.pptx\">IA_10<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">20<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;14\/maio<\/td>\n<td style=\"border: 1px solid #cccccc;\">Teoria das Probabilidades (parte 1\/2)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-11-Probabilidades.pptx\">IA_11<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">21<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;18\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Teoria das Probabilidades (parte 2\/2)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-11-Probabilidades.pptx\">IA_11<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">22<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;21\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes Bayesianas (parte 1) &#8211; representa\u00e7\u00e3o (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-12-Redes-Bayesianas-I-representa\u00e7\u00e3o.pptx\">IA12a<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">IA_12a<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/www.cs.ubc.ca\/~murphyk\/Bayes\/Charniak_91.pdf\">paper<\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">23<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;04\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes Bayesianas (parte 2) &#8211; infer\u00eancia por amostragem<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-12-Redes-Bayesianas-II-infer\u00eancia-por-amostragem.pptx\">IA_12b<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/Exercicios-BayesNets.pptx\">exerc\u00edcios<\/a>; <a href=\"https:\/\/www.youtube.com\/watch?v=FDNB0A61PGE\">v\u00eddeo<\/a>; <a href=\"https:\/\/www.youtube.com\/watch?v=PXvps6sktAY\">v\u00eddeo<\/a>; <a href=\"https:\/\/www.youtube.com\/watch?v=ol0l6aTfb_g\">v\u00eddeo<\/a>; <a href=\"https:\/\/www.youtube.com\/watch?v=u5-MpfZV8DY\">v\u00eddeo<\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">24<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">08\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de M\u00e1quina &#8211; \u00c1rvores de Decis\u00e3o<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-15-Aprendizagem-de-Ma\u0301quina-A\u0301rvores-de-Decisa\u0303o.pptx\">IA_15<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">25<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">11\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de M\u00e1quina &#8211; Na\u00efve Bayes<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-14-Aprendizagem-de-Ma\u0301quina-Naive-Bayes.pptx\">IA_14<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\"><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr size=\"4\" width=\"100%\">\n<p><!--\n\n\n<h3>Resumos<\/h3>\n\n\nOs resumos de palestras e artigos devem ter no m\u00e1ximo uma p\u00e1gina e devem identificar as principais ideias apresentadas em cada palestra. O objetivo dos resumos \u00e9 ajudar voc\u00ea a refletir sobre as ideias transmitidas pelo autor da palestra.\n\n\n<h5>Resumo 1 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\nAssistir ao TED Talk <a href=\"https:\/\/www.ted.com\/talks\/nick_bostrom_what_happens_when_our_computers_get_smarter_than_we_are\">What happens when our computers get smarter than we are?<\/a> de NICK BOSTROM.\n\n\n<h5>Resumo 2 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\nAssistir \u00e0 palestra <a href=\"https:\/\/www.youtube.com\/watch?v=B8J4uefCQMc\">The Master Algorithm<\/a> de Pedro Domingos. Os slides dessa palestra: <a href=\"&quot;https:\/\/www.slideshare.net\/SessionsEvents\/pedro-domingos-professor-university-of-washington-at-mlconf-atl-91815&lt;\/a\">.<\/a>\n\n\n<h5>Resumo 3 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\nAssistir ao TED Talk <a href=\"https:\/\/www.ted.com\/talks\/fei_fei_li_how_we_re_teaching_computers_to_understand_pictures\">How we're teaching computers to understand pictures<\/a> da Fei-Fei Li.\n\n\n<h5>Resumo 4 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\nAssistir ao TED Talk <a href=\"https:\/\/www.ted.com\/talks\/sebastian_thrun_google_s_driverless_car\">Google's Driverless Car<\/a> de Sebastian Thrun.\n\n\n\n<hr size=\"4\" width=\"100%\" \/>\n\n--><\/p>\n<h3>Listas de Exerc\u00edcios<\/h3>\n<ul>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios01.pdf\">Primeira Lista de Exerc\u00edcios<\/a> &#8211; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios01-GABARITO.pdf\">gabarito<\/a><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios02.pdf\">Segunda Lista de Exerc\u00edcios<\/a> &#8211; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios02-GABARITO.pdf\">gabarito<\/a><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios03.pdf\">Terceira Lista de Exerc\u00edcios<\/a> &#8211; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios03-GABARITO.pdf\">gabarito<\/a><!--Entrega: 09\/outubro- <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios03-GABARITO.pdf\">gabarito<\/a><\/span><\/li>\n\n\n--><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios04.pdf\">Quarta Lista de Exerc\u00edcios<\/a> &#8211; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios04-GABARITO.pdf\">gabarito<\/a><!--ainda n\u00e3o liberada\u00a0 <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios04-GABARITO.pdf\">gabarito<\/a><\/span><\/li>\n\n\n--><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios05.pdf\">Quinta Lista de Exerc\u00edcios<\/a><\/li>\n<\/ul>\n<hr size=\"4\" width=\"100%\">\n<h3>Trabalhos Pr\u00e1ticos<\/h3>\n<ul>\n<li><strong>T1 &#8211; Busca no Pacman<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-T1-Busca-no-Pacman.pdf\">enunciado<\/a>; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/search.zip\">c\u00f3digo base<\/a>. <span style=\"color: #ff0000;\">Entrega: 27\/mar<\/span><\/li>\n<li><strong>T2 &#8211; Pacman Multi-agente<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-T2-Pac-Man-Multi-Agente.pdf\">enunciado<\/a> e <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/multiagent.zip\">c\u00f3digo base<\/a>. &nbsp;<span style=\"color: #ff0000;\">Entrega: 15\/abr.<\/span><\/li>\n<li><strong>T3 &#8211; Aprendizado por Refor\u00e7o<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-T3-Aprendizagem-por-Refor\u00e7o.pdf\">enunciado<\/a> e <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/reinforcement.zip\">c\u00f3digo base<\/a>.&nbsp;<span style=\"color: #ff0000;\">Entrega: 20\/mai.<\/span><\/li>\n<li><strong>T4 &#8211; Probabilidades e Redes Bayesianas:<\/strong> <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios05.pdf\">Quinta Lista de Exerc\u00edcios<\/a>. <span style=\"color: #ff0000;\">Entrega: 10\/jun.<\/span><\/li>\n<li><strong>T5 &#8211; Aprendizado de M\u00e1quina:<\/strong> <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-Trabalho-5-Classificacao.pdf\">enunciado<\/a>. <span style=\"color: #ff0000;\">Entrega: 20\/jun.<\/span><\/li>\n<\/ul>\n<p><!--\n \t\n\n<li>T4 - Modelos Ocultos de Markov: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-Trabalho4-Ghostbusters.pdf\">enunciado<\/a> e <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/tracking.zip\">c\u00f3digo base<\/a>.\u00a0<span style=\"color: #ff0000; font-size: xx-small;\">Entrega: 06\/nov<\/span>.<\/li>\n\n\n \t\n\n<li>T5 - Aprendizado de M\u00e1quina: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/IA-Trabalho-5-Classificac\u0327a\u0303o.pdf\">enunciado<\/a>.\u00a0<span style=\"color: #ff0000; font-size: xx-small;\">ainda n\u00e3o liberado.<\/span><\/li>\n\n\n<\/ul>\n\n\n--><\/p>\n<hr size=\"4\" width=\"100%\">\n<h3>Recursos Recomendados<\/h3>\n<ul>\n<li>Andrew Ng: <a href=\"https:\/\/hbr.org\/2016\/11\/what-artificial-intelligence-can-and-cant-do-right-now\" target=\"_blank\" rel=\"noopener\">What Artificial Intelligence Can and Can\u2019t Do Right Now<\/a><\/li>\n<li>John McCarthy: <a class=\" dimmed\" href=\"http:\/\/www-formal.stanford.edu\/jmc\/whatisai\/whatisai.html\"><span class=\"instancename\">What is Artificial Intelligence?<\/span><\/a><\/li>\n<li>V\u00eddeo: <a href=\"https:\/\/www.youtube.com\/watch?v=aUkBa1zMKv4\">Particle Filters<\/a><\/li>\n<li>V\u00eddeo: <a href=\"https:\/\/www.youtube.com\/watch?v=Gm1f6ojwuAc&quot;\">Blind Search Algorithms URL<\/a><\/li>\n<li>V\u00eddeo: <a href=\"https:\/\/www.youtube.com\/watch?v=jvpWtwVSvjA\">Step-by-step Example: Alpha-Beta Pruning<\/a><\/li>\n<li>V\u00eddeo: <a href=\"https:\/\/www.youtube.com\/watch?v=6ELUvkSkCts\">Minimax Algorithm<\/a><\/li>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/probability_cheatsheet.pdf\">Probability Cheat Sheet<\/a><\/li>\n<li><span class=\"instancename\">V\u00eddeo:<\/span><a class=\"\" href=\"http:\/\/eic.cefet-rj.br\/moodle\/mod\/url\/view.php?id=8258\"><span class=\"instancename\"> The 8 Queen Problem &#8211; Numberphile<\/span><\/a><\/li>\n<li><a class=\"\" href=\"http:\/\/artint.info\/\"><span class=\"instancename\">Artificial Intelligence: Foundations of Computational Agents<\/span><\/a><\/li>\n<li><a class=\"\" href=\"http:\/\/www.smbc-comics.com\/index.php?db=comics&amp;id=2124\"><span class=\"instancename\">Humans vs Robots?<\/span><\/a><\/li>\n<li>Voc\u00ea pode pesquisar livros relevantes no acervo da <a href=\"http:\/\/biblioteca.cefet-rj.br\/\">Biblioteca do CEFET\/RJ<\/a>.<\/li>\n<\/ul>\n<p>Livros de interesse geral sobre Intelig\u00eancia Artificial<\/p>\n<ul>\n<li>Nick Bostrom, <a href=\"https:\/\/www.amazon.com\/Superintelligence-Dangers-Strategies-Nick-Bostrom\/dp\/0198739834\">Superintelligence: Paths, Dangers, Strategies<\/a>, 2014.<\/li>\n<li>Pedro Domingos,&nbsp;<a href=\"https:\/\/www.amazon.com\/Master-Algorithm-Ultimate-Learning-Machine\/dp\/0465065708\/ref=pd_bxgy_14_img_2?_encoding=UTF8&amp;psc=1&amp;refRID=8ETNCQKT3X406VVJ3JV9\">The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World<\/a>, 2015.<\/li>\n<li>Jeff Hawkins, <a href=\"http:\/\/hasler.ece.gatech.edu\/Published_papers\/Technology_overview\/JeffHawkinsOnIntelligence.pdf\">On Intelligence: How a New Understanding of the Brain Will Lead to the Creation of Truly Intelligent Machines<\/a>, 2004.<\/li>\n<\/ul>\n<hr>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; &nbsp; Cursos Bacharelado&nbsp;em Ci\u00eancia da Computa\u00e7\u00e3o Tecnologia em Sistemas para Internet Locais e Hor\u00e1rios das Aulas 2as-feiras, das 16:30h \u00e0s 18:15h, no Pavilh\u00e3o de Inform\u00e1tica, lab. 02 6as-feiras, das 16:30h \u00e0s 18:15h, no Pavilh\u00e3o de Inform\u00e1tica, lab. 02 Objetivos Apresentar uma introdu\u00e7\u00e3o aos conceitos, modelos, m\u00e9todos, t\u00e9cnicas e aplica\u00e7\u00f5es da Intelig\u00eancia Artificial. Ementa Introdu\u00e7\u00e3o [&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-123","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/123","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/comments?post=123"}],"version-history":[{"count":178,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/123\/revisions"}],"predecessor-version":[{"id":2559,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/123\/revisions\/2559"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=123"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}