{"id":1864,"date":"2021-11-29T17:07:39","date_gmt":"2021-11-29T17:07:39","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=1864"},"modified":"2022-03-15T19:35:33","modified_gmt":"2022-03-15T19:35:33","slug":"gcc1734-2021-2","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/gcc1734-2021-2\/","title":{"rendered":"GCC1734 &#8211; Intelig\u00eancia Artificial (2021.2)"},"content":{"rendered":"<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<hr \/>\n<h3>Cursos<\/h3>\n<ul>\n<li><a href=\"http:\/\/eic.cefet-rj.br\/portal\/index.php\/ciencia-da-computacao\/\">Bacharelado 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>3as-feiras, das 16:30h \u00e0s 18:15, por videoconfer\u00eancia (plataforma MS Teams)<\/li>\n<li>6as-feiras, das 14:30h \u00e0s 16:25h, por videoconfer\u00eancia (plataforma MS Teams)<\/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: busca cega; busca heur\u00edstica. Busca competitiva. Aprendizado por Refor\u00e7o. Redes Bayesianas. Agentes L\u00f3gicos. 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><span style=\"color: inherit; font-size: 1.56em;\">Livro-texto<\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" title=\"AIMA book\" src=\"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2021\/02\/cover.jpg\" alt=\"AIMA book\" width=\"139\" height=\"180\" \/><br \/>Russell &amp; Norvig, <a href=\"http:\/\/aima.cs.berkeley.edu\/\"><strong>Artificial Intelligence: A Modern Approach<\/strong><\/a>, 4th ed.<\/p>\n<hr \/>\n<h3>Aulas<\/h3>\n<p>Veja tamb\u00e9m o <a href=\"https:\/\/www.dropbox.com\/s\/cw4qig3wrq2w0lt\/IA-PlanoCurso-2021.2.xlsx?dl=0\" target=\"_blank\" rel=\"noopener\">plano de curso<\/a> da disciplina e o <a href=\"http:\/\/www.cefet-rj.br\/attachments\/article\/199\/MAR%20-%20CAL%20GRAD%20MAR%202021%20-%20V3%20(out%202021).pdf\">calend\u00e1rio acad\u00eamico das gradua\u00e7\u00f5es<\/a> do CEFET\/RJ.<\/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; text-align: center;\"><b>Data<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Conte\u00fado<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Material complementar<\/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;\">26\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">Log\u00edstica do curso, plano de aulas (<a href=\"https:\/\/www.dropbox.com\/s\/kuvjfsglesmly6d\/IA00%20%28Apresenta%C3%A7%C3%A3o%20do%20curso%29.pptx?dl=0\" target=\"_blank\" rel=\"noopener\">IA00<\/a>). Vis\u00e3o geral da IA (<a href=\"https:\/\/www.dropbox.com\/s\/ubqoungbl8vbftf\/IA01%20%28Vis%C3%A3o%20Geral%20da%20IA%29.pptx?dl=0\">IA01<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">30\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes (<a href=\"https:\/\/www.dropbox.com\/s\/yv3nx8hhu5h1dqp\/IA02a%20%28Agentes%20e%20Problemas%20de%20Busca%29.pptx?dl=0\">IA-02a<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">03\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Problemas de busca (<a href=\"https:\/\/www.dropbox.com\/s\/yv3nx8hhu5h1dqp\/IA02a%20%28Agentes%20e%20Problemas%20de%20Busca%29.pptx?dl=0\">IA-02a<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: left;\">\u00a0<\/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;\">07\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca sem informa\u00e7\u00e3o (<em>blind search<\/em>) (<a href=\"https:\/\/www.dropbox.com\/s\/gkmy8cbj9682qvr\/IA02b%20%28Busca%20sem%20Informa%C3%A7%C3%A3o%29.pptx?dl=0\">IA02b<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">10\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca com heur\u00edsticas (<em>heuristic search<\/em>) &#8211; greedy search e A* (<a href=\"https:\/\/www.dropbox.com\/s\/dwksn9z186kqjau\/IA03%20%28Busca%20com%20Heur%C3%ADsticas%29.pptx?dl=0\">IA03<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">V\u00eddeo: <a href=\"https:\/\/youtu.be\/-L-WgKMFuhE?list=PLFt_AvWsXl0cq5Umv3pMC9SPnKjfp9eGW\">A* Pathfinding<\/a><\/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;\">14\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aplica\u00e7\u00f5es e propriedades do A* (<a href=\"https:\/\/www.dropbox.com\/s\/t7vuzuv83m5552v\/IA03%20%28Busca%20com%20Heur%C3%ADsticas%29.pptx?dl=0\">IA03<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: left;\">\u00a0<\/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;\">17\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; introdu\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/uh60um22jl4j3fg\/IA04%20%28Busca%20Competitiva%20-%20Jogos%20Determin%C3%ADsticos%29.pptx?dl=0\">IA04<\/a>);<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">V\u00eddeo: <a href=\"https:\/\/youtu.be\/l-hh51ncgDI\">alpha-beta pruning<\/a><\/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;\">21\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; minimax (<a href=\"https:\/\/www.dropbox.com\/s\/uh60um22jl4j3fg\/IA04%20%28Busca%20Competitiva%20-%20Jogos%20Determin%C3%ADsticos%29.pptx?dl=0\">IA04<\/a>);<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">28\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; poda alpha-beta (<a href=\"https:\/\/www.dropbox.com\/s\/uh60um22jl4j3fg\/IA04%20%28Busca%20Competitiva%20-%20Jogos%20Determin%C3%ADsticos%29.pptx?dl=0\">IA04<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">14\/jan<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; poda alfa-beta (<a href=\"https:\/\/www.dropbox.com\/s\/uh60um22jl4j3fg\/IA04%20%28Busca%20Competitiva%20-%20Jogos%20Determin%C3%ADsticos%29.pptx?dl=0\">IA04<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">18\/jan<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; poda alfa-beta (<a href=\"https:\/\/www.dropbox.com\/s\/urz8yz3715stmtg\/IA05%20%28Busca%20Competitiva%20-%20Jogos%20Estoc%C3%A1sticos%29.pptx?dl=0\">IA05<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">21\/jan<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; fun\u00e7\u00f5es de avalia\u00e7\u00e3o e expectimax (<a href=\"https:\/\/www.dropbox.com\/s\/urz8yz3715stmtg\/IA05%20%28Busca%20Competitiva%20-%20Jogos%20Estoc%C3%A1sticos%29.pptx?dl=0\">IA05<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">25\/jan<\/td>\n<td style=\"border: 1px solid #cccccc;\">Atividade ass\u00edncrona &#8211; v\u00eddeos explicativos do T2<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">28\/jan<\/td>\n<td style=\"border: 1px solid #cccccc;\">Processos de decis\u00e3o de Markov &#8211; parte I (<a href=\"https:\/\/www.dropbox.com\/s\/kfhipr3q44pre9y\/IA06%20%28Processos%20de%20Decis%C3%A3o%20de%20Markov%29.pptx?dl=0\">IA06<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">01\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Processos de decis\u00e3o de Markov &#8211; part II (<a href=\"https:\/\/www.dropbox.com\/s\/kfhipr3q44pre9y\/IA06%20%28Processos%20de%20Decis%C3%A3o%20de%20Markov%29.pptx?dl=0\">IA06<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">04\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o (<a href=\"https:\/\/www.dropbox.com\/s\/9s1anq52lgdrgss\/IA07%20%28Aprendizado%20por%20Refor%C3%A7o%20I%29.pptx?dl=0\">IA07<\/a>): algoritmos de aprendizado<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">08\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o (<a href=\"https:\/\/www.dropbox.com\/s\/i2v9hawo795sz09\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20II%29.pptx?dl=0\">IA08<\/a>): Q-learning tabular<\/td>\n<td style=\"border: 1px solid #cccccc;\"><a href=\"https:\/\/youtu.be\/xnf8i_IRCcw\">Pavlov Experiment<\/a><\/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;\">15\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o (<a href=\"https:\/\/www.dropbox.com\/s\/i2v9hawo795sz09\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20II%29.pptx?dl=0\">IA08<\/a>): Q-learning aproximado; explora\u00e7\u00e3o<br \/>Tutorial: <a href=\"https:\/\/colab.research.google.com\/drive\/1qqUkFw2xUovb-lN9ddBq5wPFSKNbPT2g?usp=sharing\">Open AI Gym<\/a><\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">22\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina: <a href=\"https:\/\/www.dropbox.com\/s\/lzrbguaj3znho76\/IA09%20%28Vis%C3%A3o%20geral%20do%20AM%29.pptx?dl=0\">vis\u00e3o geral<\/a><\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">25\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes neurais artificiais (<a href=\"https:\/\/www.dropbox.com\/s\/7uqg6tmcjyyxdrp\/IA10%20%28ANN%20basics%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">04\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Regress\u00e3o linear com RNAs (<a href=\"https:\/\/colab.research.google.com\/drive\/1My968-t4rLp4Fl-iV2UBZ030xqXaX2h5?usp=sharing\">notebook<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">08\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Regress\u00e3o log\u00edstica com RNAs (<a href=\"https:\/\/colab.research.google.com\/drive\/1VuCIBdR-JiAmgSsDOZkEUZayoVFu7iSP?usp=sharing\">notebook<\/a>) &#8211; parte 1<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">11\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aula suspensa<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">15\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Regress\u00e3o log\u00edstica com RNAs (<a href=\"https:\/\/colab.research.google.com\/drive\/1VuCIBdR-JiAmgSsDOZkEUZayoVFu7iSP?usp=sharing\">notebook<\/a>) &#8211; parte 2<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">18\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Algoritmo Deep Q-learning (material ass\u00edncrono)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr size=\"4\" width=\"100%\" \/>\n<p><!--\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h3>Resumos<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h5>Resumo 1 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h5>Resumo 2 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h5>Resumo 3 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n<h5>Resumo 4 - <span style=\"color: #ff0000; font-size: xx-small;\">Entrega a definir<\/span><\/h5>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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=\"https:\/\/www.dropbox.com\/s\/yq6eltnhu2q6324\/CEFET-IA-ListaExercicios01-GABARITO.pdf?dl=0\">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=\"https:\/\/www.dropbox.com\/s\/hj4wvqedipo07au\/CEFET-IA-ListaExercicios02-GABARITO.pdf?dl=0\">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=\"https:\/\/www.dropbox.com\/s\/o2b4fpyvymc0lxt\/CEFET-IA-ListaExercicios03-GABARITO.pdf?dl=0\">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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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=\"https:\/\/www.dropbox.com\/s\/42tri78trxdnpbg\/CEFET-IA-ListaExercicios04-GABARITO.pdf?dl=0\">gabarito<\/a><!--ainda n\u00e3o liberada  <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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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> &#8211; <a href=\"https:\/\/www.dropbox.com\/s\/pucbalw44yqs77z\/CEFET-IA-ListaExercicios05-GABARITO.pdf?dl=0\">gabarito<\/a><\/li>\n<\/ul>\n<hr size=\"4\" width=\"100%\" \/>\n<h3>Trabalhos pr\u00e1ticos<\/h3>\n<ul>\n<li><strong><a href=\"https:\/\/www.dropbox.com\/s\/9ifrk30zzxy2b97\/IA-T1-Busca-no-Pacman.pdf?dl=0\">T1<\/a> &#8211; Buscas Cega e Heur\u00edstica<\/strong>. <span style=\"color: #ff0000;\">Entrega: 29\/dez<\/span><\/li>\n<li><strong><a href=\"https:\/\/www.dropbox.com\/s\/8tgwo3t5f5ir1pj\/IA-T2-PacMan-Multi-Agente.pdf?dl=0\">T2<\/a> &#8211; Busca em Jogos<\/strong>. <span style=\"color: #ff0000;\">Entrega: 16\/fev<\/span><\/li>\n<li><strong><a href=\"https:\/\/www.dropbox.com\/s\/rbye9f5qpmg5zws\/IA-T3-Aprendizado-por-Refor%C3%A7o-Taxi-2021-2.pdf?dl=0\">T3<\/a> &#8211; Aprendizado por Refor\u00e7o<\/strong>. <span style=\"color: #ff0000;\">Entrega: 20\/mar<\/span><\/li>\n<li><del><strong>T4 &#8211; Aprendizado de M\u00e1quina<\/strong>. <span style=\"color: #ff0000;\">Entrega: TBD<\/span><\/del><\/li>\n<\/ul>\n<p>Para implementar os trabalhos, voc\u00ea ir\u00e1 precisar dominar os fundamentos da linguagem Python. Para isso, recomendo dois livros, ambos gratuitamente dispon\u00edveis:<\/p>\n<ol>\n<li><a href=\"https:\/\/automatetheboringstuff.com\">Automate the Boring Stuff with Python<\/a><\/li>\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/10KIvvyvY4J17PhmzoWFR0qijzd4deuFl\/view\">Introdu\u00e7\u00e3o \u00e0 Programa\u00e7\u00e3o com Python<\/a><\/li>\n<\/ol>\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<\/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><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<li><a href=\"https:\/\/automatetheboringstuff.com\">Automate the Boring Stuff with Python<\/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, <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\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Cursos Bacharelado em Ci\u00eancia da Computa\u00e7\u00e3o Tecnologia em Sistemas para Internet Locais e hor\u00e1rios das aulas 3as-feiras, das 16:30h \u00e0s 18:15, por videoconfer\u00eancia (plataforma MS Teams) 6as-feiras, das 14:30h \u00e0s 16:25h, por videoconfer\u00eancia (plataforma MS Teams) 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 \u00e0 Intelig\u00eancia Artificial; [&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-1864","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1864","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=1864"}],"version-history":[{"count":31,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1864\/revisions"}],"predecessor-version":[{"id":2043,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1864\/revisions\/2043"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=1864"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}