{"id":2363,"date":"2024-02-20T13:38:56","date_gmt":"2024-02-20T13:38:56","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=2363"},"modified":"2024-10-04T10:53:34","modified_gmt":"2024-10-04T10:53:34","slug":"gcc1734-2024-1","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/gcc1734-2024-1\/","title":{"rendered":"GCC1734 &#8211; Intelig\u00eancia Artificial (2024.1)"},"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 o <a href=\"http:\/\/www.cefet-rj.br\/attachments\/article\/7661\/Calenda\u0301rio%20Acade\u0302mico_2024_CONDEP_V3S.pdf\">calend\u00e1rio acad\u00eamico das gradua\u00e7\u00f5es<\/a>. Veja tamb\u00e9m o <a href=\"https:\/\/www.dropbox.com\/scl\/fi\/cmvrrdekana929mm9d68k\/GCC1734-PlanoCurso-2024.1-GREVE.xlsx?rlkey=77vdcbr7zlt4572o0ofijza62&amp;dl=0\">plano de aula<\/a>.<\/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;\">23\/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;\">\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;\">27\/fev<\/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;\">\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;\">01\/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: 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;\">08\/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;\">5<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">12\/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: center;\">\u00a0<\/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;\">15\/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: 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;\">19\/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;\">\u00a0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">&#8211;<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">22\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aula suspensa<\/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;\">26\/mar<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; Poda alfa-beta &#8211; exemplo (<a href=\"https:\/\/www.dropbox.com\/s\/2c7km75rst1psv1\/IA04a%20%28Busca%20Adversarial%20-%20Poda%20Alfa-Beta%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;\">9<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">02\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">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;\">\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;\">05\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; expectminmax (<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; text-align: center;\">\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;\">09\/abr<\/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;\">\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;\">12\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Busca competitiva &#8211; MCTS demo (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/ab39y1e9hj7nz4d2zxaf0\/IA05c-Busca-adversarial-MCTS-demo.pptx?rlkey=vcvok372pt9ck0s8mmbgh45on&amp;dl=0\">slides<\/a>)<\/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;\">13<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">16\/abr<\/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;\">\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;\">19\/abr<\/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;\">\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;\">26\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; Tutorial Gymnasium (<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;\">\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;\">30\/abr<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; Q-learning com aproxima\u00e7\u00e3o 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;\">\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;\">30\/jul<\/td>\n<td style=\"border: 1px solid #cccccc;\">Revis\u00e3o &#8211; Aprendizado por Refor\u00e7o com Q-Learning<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/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;\">02\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; t\u00e9cnicas de 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>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\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;\">06\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado por refor\u00e7o &#8211; demonstra\u00e7\u00e3o<\/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;\">09\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; 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>)<\/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;\">13\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de M\u00e1quina &#8211; Regress\u00e3o Linear (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/9ae731u2rxc0hpdybb6gg\/IA10-Univariate-Linear-Regression.pptx?rlkey=kewy0116xyt07c67jy274l3bk&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/github.com\/MLRG-CEFET-RJ\/gcc1734\/blob\/main\/src\/ml\/banking_dataset_with_5_different_models_techniques.ipynb\">notebook<\/a>)<br \/>Aprendizado de M\u00e1quina &#8211; Gradiente Descendente (<a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/cic1205\/blob\/main\/notebooks\/gradient_descent_demo.ipynb\">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;\">16\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de M\u00e1quina &#8211; Regress\u00e3o Log\u00edstica (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/qvi2vi2nw8z8jm9d52k20\/ML04-Logistic-Regression.pptx?rlkey=ud4uznlzs79jkq4u2q57l12hr&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/github.com\/MLRG-CEFET-RJ\/gcc1734\/blob\/main\/src\/ml\/banking_dataset_with_5_different_models_techniques.ipynb\">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;\">23<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">20\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de M\u00e1quina &#8211; kNN (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/fh8ehty9alfp6n2v5ci5a\/ML07-kNN.pptx?rlkey=8dy02jvdgxojohfb8q9fryxr8&amp;dl=0\">slides<\/a>,\u00a0<a href=\"https:\/\/github.com\/MLRG-CEFET-RJ\/cic1205\/blob\/main\/notebooks\/knn_class.ipynb\">notebook<\/a>)<br \/>Aprendizado de M\u00e1quina &#8211; \u00c1rvores de Decis\u00e3o (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/lo50z45n5iiuiroqlm6k0\/ML06-Decision-tree-learning.pptx?rlkey=yxtyvd3mo79gptwp21n2zn6g3&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/cic1205\/blob\/main\/notebooks\/decision_trees.ipynb\">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;\">24<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">23\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; demo, parte 1 (<a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/gcc1734\/blob\/main\/notebook\/data_imbalance.ipynb\">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;\">25<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">27\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; demo, parte 2 (<a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/gcc1734\/blob\/main\/notebook\/data_imbalance.ipynb\">notebook<\/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;\">26<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">30\/ago<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina &#8211; Dados desbalanceados (<a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/gcc1734\/blob\/main\/notebook\/data_imbalance.ipynb\">notebook<\/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;\">27<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">03\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">Aprendizado de m\u00e1quina: SHAP Values (<a href=\"https:\/\/www.dropbox.com\/scl\/fi\/yl8ylrj5fzdir7zjzao1u\/ML15-SHAP-Values.pptx?rlkey=zyuhfmgqo630d3txeokwf2rur&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/github.com\/AIRGOLAB-CEFET-RJ\/cic1205\/blob\/main\/notebooks\/shap_values_tutorial-1.ipynb\">notebook<\/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;\">28<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">06\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">Reservada para discuss\u00e3o de d\u00favidas<\/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;\">29<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">10\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">Reservada para discuss\u00e3o de d\u00favidas<\/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;\">30<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">13\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">Reservada para discuss\u00e3o de d\u00favidas<\/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;\">31<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">17\/set<\/td>\n<td style=\"border: 1px solid #cccccc;\">Exame Final<\/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<h3>Material abordado em edi\u00e7\u00f5es anteriores<\/h3>\n<table style=\"border: 1px solid #cccccc;\" width=\"100%\">\n<tbody>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">\u00a0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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; text-align: center;\">\u00a0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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;\">\u00a0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/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>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc; text-align: center;\">\u00a0<\/td>\n<td style=\"border: 1px solid #cccccc;\">Agentes l\u00f3gicos &#8211; Demo &#8211; mundo do Wumpus (<a href=\"https:\/\/colab.research.google.com\/drive\/19joKZJqe0Y5IfknXWiDHLIxYreBQUIUu#scrollTo=5xj3qIhR8mEa\">notebook<\/a>)<\/td>\n<td style=\"border: 1px solid #cccccc;\">\u00a0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr size=\"4\" width=\"100%\" \/>\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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><a href=\"http:\/\/eic.cefet-rj.br\/~ebezerra\/wp-content\/uploads\/2017\/07\/CEFET-IA-ListaExercicios04.pdf\">Quarta lista de exerc\u00edcios<\/a> - <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\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\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-2363","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2363","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=2363"}],"version-history":[{"count":22,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2363\/revisions"}],"predecessor-version":[{"id":2538,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2363\/revisions\/2538"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=2363"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}