{"id":152,"date":"2020-09-15T12:49:26","date_gmt":"2020-09-15T15:49:26","guid":{"rendered":"http:\/\/docentes.ifg.edu.br\/noronha\/?page_id=152"},"modified":"2020-10-20T06:38:24","modified_gmt":"2020-10-20T09:38:24","slug":"topicos-especiais-em-inteligencia-artificial","status":"publish","type":"page","link":"https:\/\/docentes.ifg.edu.br\/noronha\/disciplinas\/topicos-especiais-em-inteligencia-artificial\/","title":{"rendered":"T\u00f3picos Especiais em Intelig\u00eancia Artificial"},"content":{"rendered":"<h2 style=\"text-align: center\"><span style=\"text-decoration: underline\"><strong>Introdu\u00e7\u00e3o \u00e0 Intelig\u00eancia Artificial<\/strong><\/span><\/h2>\n<p><span style=\"text-decoration: underline\"><strong>Aula 1 &#8211; Regress\u00e3o Linear<\/strong><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 1   IA Regressa\u0303o Linear\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/cdT-u_XsB-s?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=cdT-u_XsB-s\"><br \/>\n<\/a><span style=\"text-decoration: underline\"><strong>Aula 2: Estrat\u00e9gias de Valida\u00e7\u00e3o\u00a0<\/strong><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 2  IA - Estrat\u00e9gias de Valida\u00e7\u00e3o\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/4oLMWkQ_Ats?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><strong><span style=\"text-decoration: underline\">Materiais adicionais<\/span><\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=cdT-u_XsB-s\"><br \/>\n<\/a><span style=\"text-decoration: underline\">Slides<\/span>:\u00a0<a href=\"http:\/\/docentes.ifg.edu.br\/noronha\/wp-content\/uploads\/sites\/3\/2020\/09\/Regress\u00e3o-Linear-Simples.pdf\">Regress\u00e3o Linear Simples<br \/>\n<\/a><span style=\"text-decoration: underline\">Planilha<\/span> &#8211;\u00a0<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1RQJHQZ5KWGstF0uB8R2SCS_gjhvu85izdUJOePXtc5M\/edit?usp=sharing\">\u00a0Regress\u00e3o Linear (COVID-19)<br \/>\n<\/a><span style=\"text-decoration: underline\">Arquivos<\/span>:\u00a0<a href=\"https:\/\/drive.google.com\/file\/d\/1Uq6ynuyW7qTda43Ozsnem3n2PAWpJ07i\/view?usp=sharing\">COVID19_20200401.csv<\/a>\u00a0e\u00a0<a href=\"https:\/\/drive.google.com\/file\/d\/1Kmi4uJflwgaDKCbO5AxC3gs2AYNioW5r\/view?usp=sharing\">Dados.csv<\/a><\/p>\n<p><span style=\"text-decoration: underline\"><strong>Aula 3:\u00a0Perceptron<\/strong><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 3 IA - Perceptron\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/fvKvj78wheA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><strong><span style=\"text-decoration: underline\">Materiais adicionais<br \/>\n<\/span><\/strong><span style=\"text-decoration: underline\">Slides<\/span>: <a href=\"https:\/\/drive.google.com\/file\/d\/1WB2V9IOE0tZD5ltdv-3FJcPBDRAW1jW9\/view?usp=sharing\">Perceptron<\/a><\/p>\n<p><span style=\"text-decoration: underline\"><strong>Aula 4: Multilayer Perceptron (MLP) &amp; Backpropagation<br \/>\n<\/strong>Conte\u00fado<\/span><strong>:\u00a0<\/strong>M\u00e9todo do gradiente, fun\u00e7\u00e3o de ativa\u00e7\u00e3o, backpropagation\u00a0e regularization.<\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 4 IA - Multilayer Perceptron (MLP) &amp; Backpropagation\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/Ikk48FopXmQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"text-decoration: underline\">Slides<\/span>:\u00a0<a href=\"http:\/\/introtodeeplearning.com\/slides\/6S191_MIT_DeepLearning_L1.pdf\">Deep Leraning &#8211; MIT<\/a><\/p>\n<p><strong>Aula 5: Revis\u00e3o MLP &amp; backpropagation<\/strong><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 5 IA - Revisa\u0303o MLP\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/8u5oI-jFQek?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><strong>Aula 6:\u00a0Implementa\u00e7\u00e3o MLP &amp;\u00a0backpropagation<\/strong><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 6 IA - Implementac\u0327a\u0303o MLP\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/J9CoYKnfgVk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"text-decoration: underline\">C\u00f3digo<\/span>:\u00a0<a href=\"https:\/\/colab.research.google.com\/drive\/1ku5uhAzYq3aPVXnjZW4te06f8QG6sAdU?usp=sharing\">Classifica\u00e7\u00e3o \u00cdris<br \/>\n<\/a><span style=\"text-decoration: underline\">C\u00f3digo<\/span> &#8211; <a href=\"https:\/\/colab.research.google.com\/drive\/1-GcWWFGDcww1-Fy-qr67pqxmXNjmoTKG?usp=sharing\">Perceptron (Exemplo Sonar Dataset)<\/a><\/p>\n<p><strong>Aula 7:\u00a0Convolutional Neural Networks (CNN)<\/strong><\/p>\n<p><iframe loading=\"lazy\" title=\"Aula 7 IA - Redes Neurais Convolucionais (CNN)\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/zdiMo5kP55s?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"text-decoration: underline\">Slides<\/span>: <a href=\"http:\/\/introtodeeplearning.com\/slides\/6S191_MIT_DeepLearning_L3.pdf\">Convolutional Neural Networks &#8211;\u00a0MIT<\/a><br \/>\n<span style=\"text-decoration: underline\">C\u00f3digo<\/span>: <a href=\"https:\/\/colab.research.google.com\/drive\/1q1ejjq0gpWIDcZYFOpqNiPVp0eKJ28GX?usp=sharing\">Reconhecimento de D\u00edgitos<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introdu\u00e7\u00e3o \u00e0 Intelig\u00eancia Artificial Aula 1 &#8211; Regress\u00e3o Linear Aula 2: Estrat\u00e9gias de Valida\u00e7\u00e3o\u00a0 Materiais adicionais Slides:\u00a0Regress\u00e3o Linear Simples Planilha &#8211;\u00a0\u00a0Regress\u00e3o Linear (COVID-19) Arquivos:\u00a0COVID19_20200401.csv\u00a0e\u00a0Dados.csv Aula 3:\u00a0Perceptron Materiais adicionais Slides: Perceptron Aula 4: Multilayer Perceptron (MLP) &amp; Backpropagation Conte\u00fado:\u00a0M\u00e9todo do gradiente, fun\u00e7\u00e3o de ativa\u00e7\u00e3o, backpropagation\u00a0e regularization. Slides:\u00a0Deep Leraning &#8211; MIT Aula 5: Revis\u00e3o MLP &amp; backpropagation &#8230; <a title=\"T\u00f3picos Especiais em Intelig\u00eancia Artificial\" class=\"read-more\" href=\"https:\/\/docentes.ifg.edu.br\/noronha\/disciplinas\/topicos-especiais-em-inteligencia-artificial\/\" aria-label=\"Read more about T\u00f3picos Especiais em Intelig\u00eancia Artificial\">Ler mais<\/a><\/p>\n","protected":false},"author":31,"featured_media":0,"parent":87,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-152","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/pages\/152"}],"collection":[{"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/users\/31"}],"replies":[{"embeddable":true,"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/comments?post=152"}],"version-history":[{"count":22,"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/pages\/152\/revisions"}],"predecessor-version":[{"id":261,"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/pages\/152\/revisions\/261"}],"up":[{"embeddable":true,"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/pages\/87"}],"wp:attachment":[{"href":"https:\/\/docentes.ifg.edu.br\/noronha\/wp-json\/wp\/v2\/media?parent=152"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}