{"id":859,"date":"2018-08-03T14:11:54","date_gmt":"2018-08-03T14:11:54","guid":{"rendered":"http:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=859"},"modified":"2024-10-04T10:50:14","modified_gmt":"2024-10-04T10:50:14","slug":"inteligencia-artificial-2018-2","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/inteligencia-artificial-2018-2\/","title":{"rendered":"GCC1734 &#8211; Intelig\u00eancia Artificial (2018.2)"},"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 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 14:30h \u00e0s 16:25h, 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: busca cega; busca heur\u00edstica. Busca competitiva. 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=\"https:\/\/www.dropbox.com\/s\/ceoa7ilyde6ae01\/IA-PlanoCurso%20%282018.2%29.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\/Cal_2018_GRAD_Mar%20-%20VF.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;\"><b>Data<\/b><\/td>\n<td style=\"border: 1px solid #cccccc;\"><b>Coment\u00e1rio<\/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;\">03\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Log\u00edstica do curso, plano de aulas (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-00-Apresenta\u00e7\u00e3o-da-Disciplina.pptx\" target=\"_blank\" rel=\"noopener\">IA-00<\/a>). Motiva\u00e7\u00e3o, vis\u00e3o geral e exemplos de aplica\u00e7\u00f5es da IA (<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;\"><\/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;\">06\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes e problemas de busca (<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;\"><\/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;\">13\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca sem Informa\u00e7\u00e3o (<em>Blind Search<\/em>) &#8211; BFS, DFS, UCS, DLS, IDS (<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;\"><\/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;\">17\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca com informa\u00e7\u00e3o (<em>Heuristic search<\/em>) &#8211; greedy search e A* (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-03-Busca-com-Informac\u0327a\u0303o.pptx\">IA-03<\/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;\">5<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">24\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva (Jogos Determin\u00edsticos): algoritmo Minimax, fun\u00e7\u00f5es de avalia\u00e7\u00e3o (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-04-Busca-Competitiva-Jogos-Determini\u0301sticos.pptx\">IA-04<\/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;\">6<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a027\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva (Jogos Estoca\u0301sticos): expectimax (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-05-Busca-Competitiva-Jogos-Estoca\u0301sticos.pptx\">IA-05<\/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;\">7<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">31\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<a href=\"https:\/\/www.dropbox.com\/s\/68uqmk75k45jnh0\/search.py?dl=0\">search.py (DFS)<\/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;\">8<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a003\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Outras estrat\u00e9gias de busca (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-06-Outras-Estrate\u0301gias-de-Busca.pptx\">IA-06<\/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;\">9<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">10\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Processos de Decisa\u0303o de Markov &#8211; parte I (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-07-Processos-de-Decisa\u0303o-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;\">10<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">14\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Processos de Decisa\u0303o de Markov &#8211; parte II (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-08-Processos-de-Decisa\u0303o-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;\">11<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">17\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a01<sup>a<\/sup> avalia\u00e7\u00e3o semestral (P1)<\/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;\">21\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Processos de Decisa\u0303o de Markov &#8211; parte III (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-08-Processos-de-Decisa\u0303o-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;\">12<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a024\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aprendizado por Refor\u00e7o &#8211; abordagens baseadas em modelo; q-learning b\u00e1sico (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-09-Aprendizado-por-Refor\u00e7o-I.pptx\">IA-09<\/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;\">\u00a028\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aprendizado por Refor\u00e7o &#8211; epsilon-greedy; fun\u00e7\u00f5es de explora\u00e7\u00e3o (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-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;\">14<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">01\/out<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aprendizado por Refor\u00e7o &#8211; q-learning aproximado (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-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;\">15<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">05\/out<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aprendizado por Refor\u00e7o &#8211; tutorial: <a href=\"https:\/\/www.learndatasci.com\/tutorials\/reinforcement-q-learning-scratch-python-openai-gym\/\">OpenAI Gym<\/a><\/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;\">\u00a008\/out<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Teoria das Probabilidades (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-11-Probabilidades.pptx\">IA-11<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/probability_cheatsheet.pdf\">Probability Cheat Sheet<\/a><\/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;\">26\/out<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Redes Bayesianas &#8211; representa\u00e7\u00e3o (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-12-Redes-Bayesianas-I-representa\u00e7\u00e3o.pptx\">AI-12<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\"><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;\">18<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">29\/out<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Redes Bayesianas &#8211; infer\u00eancia (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-13-Redes-Bayesianas-II-infer\u00eancia.pptx\">AI-13<\/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;\">\u00a009\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Redes Bayesianas &#8211;\u00a0<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/Exercicios-BayesNets.pptx\">exerc\u00edcios<\/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;\">\u00a012\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; conceitos b\u00e1sicos (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-14-ML-Basic-Concepts.pptx\">IA-14<\/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;\">16\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Aprendizado de m\u00e1quina &#8211; regress\u00e3o linear (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-15-ML-Linear-Regression.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;\">22<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">23\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<strong>2<sup>a<\/sup> avalia\u00e7\u00e3o semestral (P2)<\/strong><\/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;\">23<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a026\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; regress\u00e3o log\u00edstica (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-16-ML-Logistic-Regression.pptx\">IA-16<\/a>); kNN\u00a0 (<a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-17-ML-kNN.pptx\">IA-17<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: left;\"><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/IA-machine-learning.ipynb-Colaboratory.pdf\">exemplos<\/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;\">30\/nov<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0Reservada para d\u00favidas sobre o T5<\/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;\">07\/dez<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<strong>Avalia\u00e7\u00e3o Final<\/strong><\/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  <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> &#8211; <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/CEFET-IA-ListaExercicios05-GABARITO.pdf\">gabarito<\/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: 13\/set<\/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>. <span style=\"color: #ff0000;\">Entrega: <del>07\/out<\/del> 12\/out.<\/span><\/li>\n<li><strong>T3 &#8211; Aprendizado por Refor\u00e7o<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-Trabalho-3-Aprendizado-por-Refor\u00e7o.pdf\">enunciado<\/a>. <span style=\"color: #ff0000;\">Entrega: 06\/nov.<\/span><\/li>\n<li><strong>T4 &#8211; Redes Bayesianas<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA_T4.pdf\">enunciado<\/a>. <span style=\"color: #ff0000;\">Entrega: 20\/nov.<\/span><\/li>\n<li><strong>T5 &#8211; Aprendizado de M\u00e1quina<\/strong>: <a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2018\/08\/2018.2-IA-T5-Classifica\u00e7\u00e3o-Detector-de-Spam.pdf\">enunciado<\/a>. <a href=\"https:\/\/www.dropbox.com\/s\/jha1poidb0zmrr3\/spambase.arff?dl=0\">spambase.arff<\/a>. <span style=\"color: #ff0000;\">Entrega: 04\/dez, ao meio-dia.<\/span><\/li>\n<\/ul>\n<p><!--\n \t\n\n<li><strong>T4 - 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\n\n \t\n\n<li><strong>T5 - 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\n\n--><\/p>\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>. <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>. <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<\/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<\/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","protected":false},"excerpt":{"rendered":"<p>&nbsp; &nbsp; Cursos Bacharelado 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 14:30h \u00e0s 16:25h, 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 [&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-859","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/859","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=859"}],"version-history":[{"count":44,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/859\/revisions"}],"predecessor-version":[{"id":2560,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/859\/revisions\/2560"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=859"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}