{"id":2228,"date":"2023-08-07T11:31:52","date_gmt":"2023-08-07T11:31:52","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=2228"},"modified":"2023-08-07T11:34:54","modified_gmt":"2023-08-07T11:34:54","slug":"gcc1734-2023-1","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/gcc1734-2023-1\/","title":{"rendered":"GCC1734 &#8211; Intelig\u00eancia Artificial (2023.1)"},"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>Locais e hor\u00e1rios das aulas<\/h3>\n<ul>\n<li>3as-feiras, das 16h30 \u00e0s 18h10, Lab 1 (Pavilh\u00e3o I)<\/li>\n<li>6as-feiras, das 14h35 \u00e0s 16h15, Lab 2 (Pavilh\u00e3o I)<\/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. Agentes baseados em L\u00f3gica. 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>Conte\u00fado<\/h3>\n<p>Veja tamb\u00e9m o <a href=\"http:\/\/www.cefet-rj.br\/attachments\/article\/199\/calendario%202023-ApCEPE%20(1).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>Assunto<\/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;\">28\/fev<\/td>\n<td style=\"border: 1px solid #cccccc;\">Apresenta\u00e7\u00e3o do curso (<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\">slides<\/a>)<br>Vis\u00e3o geral da IA (<a href=\"https:\/\/www.dropbox.com\/s\/dfvo1g2fp4dvr7y\/IA01%20%28Vis%C3%A3o%20Geral%20da%20IA%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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;\">03\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes e problemas de busca (<a href=\"https:\/\/www.dropbox.com\/s\/yv3nx8hhu5h1dqp\/IA02a%20%28Agentes%20e%20Problemas%20de%20Busca%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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;\">07\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes e problemas de busca (<a href=\"https:\/\/www.dropbox.com\/s\/yv3nx8hhu5h1dqp\/IA02a%20%28Agentes%20e%20Problemas%20de%20Busca%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: left;\">&nbsp;<\/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;\">10\/mar<\/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\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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;\">14\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca com heur\u00edsticas (<em>heuristic search<\/em>): A* (<a href=\"https:\/\/www.dropbox.com\/s\/dwksn9z186kqjau\/IA03%20%28Busca%20com%20Heur%C3%ADsticas%29.pptx?dl=0\">slides<\/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;\">17\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Propriedades do A* (<a href=\"https:\/\/www.dropbox.com\/s\/t7vuzuv83m5552v\/IA03%20%28Busca%20com%20Heur%C3%ADsticas%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: left;\">&nbsp;<\/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;\">21\/mar<\/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\">slides<\/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;\">24\/mar<\/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\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Poda alfa-beta &#8211; exemplo de execu\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/2c7km75rst1psv1\/IA04a%20%28Busca%20Adversarial%20-%20Poda%20Alfa-Beta%29.pptx?dl=0\">slides<\/a>)<br>Busca competitiva &#8211; fun\u00e7\u00f5es de avalia\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/uh60um22jl4j3fg\/IA04%20%28Busca%20Competitiva%20-%20Jogos%20Determin%C3%ADsticos%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">31\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; expectimax (<a href=\"https:\/\/www.dropbox.com\/s\/urz8yz3715stmtg\/IA05%20%28Busca%20Competitiva%20-%20Jogos%20Estoc%C3%A1sticos%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">04\/abril<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; MCTS (<a href=\"https:\/\/www.dropbox.com\/s\/z983rs0k02ytosr\/IA05b%20%28Busca%20Adversarial%20-%20MCTS%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">07\/abril<\/td>\n<td style=\"border: 1px solid #cccccc;\">-feriado-<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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;\">18\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; fundamentos (<a href=\"https:\/\/www.dropbox.com\/s\/b7q98u8zwodfzsr\/IA06a%20%28Agentes%20l%C3%B3gicos%20-%20fundamentos%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">25\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; representa\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/e29b2zqf8iemch2\/IA06b%20%28Agentes%20l%C3%B3gicos%20-%20representa%C3%A7%C3%A3o%20e%20infer%C3%AAncia%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">28\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; infer\u00eancia com DPLL (<a href=\"https:\/\/www.dropbox.com\/s\/c3tg9xth6sna23b\/IA06c%20DPLL.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">02\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; infer\u00eancia com DPLL (<a href=\"https:\/\/www.dropbox.com\/s\/c3tg9xth6sna23b\/IA06c%20DPLL.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">05\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; (demo): mundo do Wumpus<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">09\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; agente h\u00edbrido (<a href=\"https:\/\/www.dropbox.com\/s\/jbqg4zswleycc2g\/IA06e%20%28Agentes%20l%C3%B3gicos%20-%20agente%20h%C3%ADbrido%29.pptx?dl=0\">slides<\/a>, <a href=\"https:\/\/colab.research.google.com\/drive\/19joKZJqe0Y5IfknXWiDHLIxYreBQUIUu#scrollTo=5xj3qIhR8mEa\">notebook<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\"><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;\">19<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">12\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; introdu\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/9s1anq52lgdrgss\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20I%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">16\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; Q-learning tabular (<a href=\"https:\/\/www.dropbox.com\/s\/9s1anq52lgdrgss\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20I%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">19\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; Q-learning linear (<a href=\"https:\/\/www.dropbox.com\/s\/i2v9hawo795sz09\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20II%29.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">23\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; explora\u00e7\u00e3o (<a href=\"https:\/\/www.dropbox.com\/s\/i2v9hawo795sz09\/IA08%20%28Aprendizado%20por%20Refor%C3%A7o%20II%29.pptx?dl=0\">slides<\/a>)<br>Aprendizado por refor\u00e7o &#8211; Tutorial Gymnasium I (<a href=\"https:\/\/colab.research.google.com\/drive\/1qqUkFw2xUovb-lN9ddBq5wPFSKNbPT2g?usp=sharing\">notebook<\/a>, <a href=\"https:\/\/github.com\/MLRG-CEFET-RJ\/gcc1734\/tree\/main\/rl\">repo<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">26\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; Tutorial Gymnasium II (<a href=\"https:\/\/colab.research.google.com\/drive\/1KvbGWzw8ReWNt275gYEyPv70U2AEqB0o?usp=sharing\">notebook<\/a>, <a href=\"https:\/\/github.com\/MLRG-CEFET-RJ\/gcc1734\/tree\/main\/rl\">repo<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">30\/mai<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina: vis\u00e3o geral (<a href=\"https:\/\/www.dropbox.com\/s\/lzrbguaj3znho76\/IA09%20%28Vis%C3%A3o%20geral%20do%20AM%29.pptx?dl=0\">slides<\/a>)<br>Redes neurais artificiais &#8211; intro &#8211; parte I (<a href=\"https:\/\/www.dropbox.com\/s\/a4k78jcapqsq19k\/IA10-rna.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">02\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aula reservada para discuss\u00e3o sobre o T3<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/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;\">06\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes neurais artificiais &#8211; intro &#8211; parte II (<a href=\"https:\/\/www.dropbox.com\/s\/a4k78jcapqsq19k\/IA10-rna.pptx?dl=0\">slides<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">26<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">13\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes neurais artificiais &#8211; backprop &#8211; parte I (<a href=\"https:\/\/www.dropbox.com\/s\/2er7nfuat4vi3k5\/IA11-backprop.pdf?dl=0\">notas de aula<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">27<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">16\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes neurais artificiais &#8211; backprop &#8211; parte II (<a href=\"https:\/\/www.dropbox.com\/s\/2er7nfuat4vi3k5\/IA11-backprop.pdf?dl=0\">notas de aula<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">28<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">20\/jun<\/td>\n<td style=\"border: 1px solid #cccccc;\">Redes neurais artificiais &#8211; Tutorial (<a href=\"https:\/\/colab.research.google.com\/drive\/1_jMPxaTyUcCrDPHjI4QLBAfUJe5QQKKu?usp=sharing\">notebook<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc;\">&nbsp;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&nbsp;<\/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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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\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<p>Detalhes e especifica\u00e7\u00e3o pela plataforma MS Teams<\/p>\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>Locais e hor\u00e1rios das aulas 3as-feiras, das 16h30 \u00e0s 18h10, Lab 1 (Pavilh\u00e3o I) 6as-feiras, das 14h35 \u00e0s 16h15, Lab 2 (Pavilh\u00e3o I) 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; Estrat\u00e9gias de Busca em Espa\u00e7os de Estados: busca cega; busca heur\u00edstica. Busca competitiva. [&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-2228","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2228","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=2228"}],"version-history":[{"count":1,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2228\/revisions"}],"predecessor-version":[{"id":2229,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2228\/revisions\/2229"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=2228"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}