{"id":2355,"date":"2024-02-19T18:41:32","date_gmt":"2024-02-19T18:41:32","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=2355"},"modified":"2024-02-23T12:19:32","modified_gmt":"2024-02-23T12:19:32","slug":"jcd-2024-deep-learning","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/jcd-2024-deep-learning\/","title":{"rendered":"Deep Learning &#8211; JCD &#8211; 2024"},"content":{"rendered":"<h1>Programa de Ver\u00e3o do LNCC &#8211; Jornada de Ci\u00eancia de Dados (19\/fev-22\/fev)<\/h1>\n<h2><a href=\"http:\/\/www.verao2021lncc.kinghost.net\/Files\/MC-CD04.php\">Plano<\/a><\/h2>\n<h2>Aulas<\/h2>\n<p><strong>Aula 1<\/strong><strong>\u00a0(19\/fev): <a href=\"https:\/\/www.dropbox.com\/scl\/fi\/8611gpi91exg52it3vpm9\/Aula1.pptx?rlkey=g2f8dw1b62l2favhgtcuf47rr&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/www.youtube.com\/watch?v=WktMWXNUIHQ\">video<\/a><\/strong><\/p>\n<p><strong>Aula 2 (20\/fev): <a href=\"https:\/\/www.dropbox.com\/scl\/fi\/8611gpi91exg52it3vpm9\/Aula1.pptx?rlkey=g2f8dw1b62l2favhgtcuf47rr&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/colab.research.google.com\/drive\/1S_05vayW5LAn4MdoEwJ2WSs3SRTKqavJ?usp=sharing\">notebook<\/a>, <a href=\"https:\/\/youtu.be\/N33LcqxN_XY\">video<\/a><\/strong><\/p>\n<p><strong>Aula (21\/fev): <a href=\"https:\/\/www.dropbox.com\/scl\/fi\/1oxrktw36bsdncqjoactu\/Aula3.pptx?rlkey=31ethpurxecxa235qhppgqs2x&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/colab.research.google.com\/drive\/1mUdUuDrrGV42LWlwY6kOpsD_1QYMMgGK?usp=sharing\">notebook<\/a>, <a href=\"https:\/\/youtu.be\/k6yymmxqYwc\">video<\/a><\/strong><\/p>\n<p><strong>Aula 4 (22\/fev): <a href=\"https:\/\/www.dropbox.com\/scl\/fi\/799nxsycrk44rhwom9v3v\/Aula4-apps-final-remarks.pptx?rlkey=l7u760fh9bygo8pfdxn5bf06d&amp;dl=0\">slides<\/a>, <a href=\"https:\/\/www.youtube.com\/live\/YiSAXDhdv7I?si=PQr2e7K09A_tay0I\">video<\/a><\/strong><\/p>\n<p><strong>Workshop de Ci\u00eancia de Dados (23\/fev)<\/strong>: <a href=\"https:\/\/www.youtube.com\/watch?v=jTV_JHtokGU\">video<\/a><\/p>\n<h2>Recursos adicionais<\/h2>\n<ul>\n<li>[misc] <a href=\"https:\/\/archive.org\/details\/byte-magazine-1985-04\/page\/n3\">Artigo hist\u00f3rico sobre redes neurais<\/a><\/li>\n<li>[b\u00e1sico] <a href=\"https:\/\/www.youtube.com\/watch?v=WUvTyaaNkzM&amp;list=PL0-GT3co4r2wlh6UHTUeQsrf3mlS2lk6x\">The Essence of Calculus<\/a> (YT channel &#8211; 3blue1brown)<\/li>\n<li>[b\u00e1sico] <a href=\"https:\/\/www.youtube.com\/watch?v=fNk_zzaMoSs&amp;list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\">The Essence of Linear Algebra<\/a> (YT channel &#8211; 3blue1brown)<\/li>\n<li>[b\u00e1sico] <a href=\"https:\/\/www.youtube.com\/watch?v=aircAruvnKk&amp;list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi\">Neural Networks<\/a> (YT channel &#8211; 3blue1brown)<\/li>\n<li>[curso] <a href=\"https:\/\/www.youtube.com\/watch?v=VyWAvY2CF9c\">Deep Learning Crash Course for Beginners<\/a><\/li>\n<li>[curso] <a href=\"https:\/\/www.youtube.com\/playlist?list=PLqnslRFeH2UrcDBWF5mfPGpqQDSta6VK4\">PyTorch Tutorials &#8211; Complete Beginner Course<\/a><\/li>\n<li>[curso] <a href=\"https:\/\/youtu.be\/GIsg-ZUy0MY\">ZeroToGANS<\/a><\/li>\n<li>[curso] <a href=\"http:\/\/cs231n.stanford.edu\/\">CS231n<\/a>: Convolutional Neural Networks for Visual Recognition<\/li>\n<li>[cap\u00edtulo de livro] <a href=\"https:\/\/www.researchgate.net\/publication\/309321510_Introducao_a_Aprendizagem_Profunda\">Introdu\u00e7\u00e3o \u00e0 Aprendizagem Profunda<\/a><\/li>\n<li>[livro] <a href=\"http:\/\/neuralnetworksanddeeplearning.com\/\">Neural Networks and Deep Learning<\/a> (Michael Nielsen)<\/li>\n<li>[livro] <a href=\"https:\/\/www.deeplearningbook.org\/\">Deep Learning Book<\/a> (Goodfellow et al)<\/li>\n<li>[livro] <a href=\"https:\/\/isip.piconepress.com\/courses\/temple\/ece_4822\/resources\/books\/Deep-Learning-with-PyTorch.pdf\">Deep Learning with Pytorch<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Programa de Ver\u00e3o do LNCC &#8211; Jornada de Ci\u00eancia de Dados (19\/fev-22\/fev) Plano Aulas Aula 1\u00a0(19\/fev): slides, video Aula 2 (20\/fev): slides, notebook, video Aula (21\/fev): slides, notebook, video Aula 4 (22\/fev): slides, video Workshop de Ci\u00eancia de Dados (23\/fev): video Recursos adicionais [misc] Artigo hist\u00f3rico sobre redes neurais [b\u00e1sico] The Essence of Calculus (YT [&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-2355","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2355","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=2355"}],"version-history":[{"count":15,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2355\/revisions"}],"predecessor-version":[{"id":2398,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/2355\/revisions\/2398"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=2355"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}