{"id":1433,"date":"2020-02-05T12:32:33","date_gmt":"2020-02-05T12:32:33","guid":{"rendered":"https:\/\/eic.cefet-rj.br\/~ebezerra\/?page_id=1433"},"modified":"2020-02-13T18:41:14","modified_gmt":"2020-02-13T18:41:14","slug":"lncc-dl-2020","status":"publish","type":"page","link":"https:\/\/eic.cefet-rj.br\/~ebezerra\/lncc-dl-2020\/","title":{"rendered":"Deep Learning (short course &#8211; 2020 edition)"},"content":{"rendered":"<h1>Programa de Ver\u00e3o do LNCC &#8211;\u00a0Jornada de Ci\u00eancia de Dados (10-13\/fev)<\/h1>\n<h2>Lectures<\/h2>\n<p><a href=\"https:\/\/www.dropbox.com\/s\/r06mae7u08ho3jj\/2020-LNCC-MC04-CD.DL1%20%28ANN%20basics%29.pptx?dl=0\"><strong>Lecture 1<\/strong><\/a>\u00a0<strong> (10th of February)<\/strong><\/p>\n<p><strong><a href=\"https:\/\/www.dropbox.com\/s\/rfjy0elcnuhuvmy\/2020-LNCC-MC04-CD.DL2a%20%28Training%20Neural%20Nets%29.pptx?dl=0\">Lecture 2<\/a> (11th of February)<\/strong><\/p>\n<p><strong><a href=\"https:\/\/www.dropbox.com\/s\/der4ma44ny8jygx\/2020-LNCC-MC04-CD.DL3%20%28convnets%29.pptx?dl=0\">Lecture 3a<\/a>, <a href=\"https:\/\/www.dropbox.com\/s\/x7ki9ki5j5v6ica\/2020-LNCC-MC04-CD.DL3%20%28LSTMs%29.pptx?dl=0\">Lecture3b<\/a> (12th of February)<\/strong><\/p>\n<p><strong><a href=\"https:\/\/www.dropbox.com\/s\/g8nfl5k7cua2g9g\/2020-LNCC-MC04-CD.DL4%20%28apps%2C%20final%20remarks%29.pptx?dl=0\">Lecture 4<\/a>\u00a0(13th of February)<\/strong><\/p>\n<h2>Code<\/h2>\n<ul>\n<li><a href=\"https:\/\/colab.research.google.com\/drive\/1RUfRRhhsctAPhkRSlzw_EDqH9_HJSIC_\">PyTorch colab notebook (demos &amp; examples)<\/a><\/li>\n<\/ul>\n<h2>Additional Resources<\/h2>\n<ul>\n<li><a href=\"http:\/\/neuralnetworksanddeeplearning.com\">Neural Networks and Deep Learning<\/a>\u00a0(Michael Nielsen&#8217;s book)<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\">Deep Learning Book<\/a>\u00a0\u00a0(Goodfellow et al&#8217;s book)<\/li>\n<li><a href=\"https:\/\/www.researchgate.net\/publication\/309321510_Introducao_a_Aprendizagem_Profunda\">Introdu\u00e7\u00e3o \u00e0 Aprendizagem Profunda<\/a><\/li>\n<li><a href=\"https:\/\/www.mlyearning.org\">Machine Learning Yearning<\/a> (Andrew Ng&#8217;s book)<\/li>\n<li><a href=\"https:\/\/www.coursera.org\/specializations\/deep-learning\">Deep Learning Specialization<\/a> (Coursera Course)<\/li>\n<li><a href=\"http:\/\/cs231n.stanford.edu\">CS231n: Convolutional Neural Networks for Visual Recognition<\/a><\/li>\n<li><a href=\"http:\/\/karpathy.github.io\/2015\/05\/21\/rnn-effectiveness\/\">The Unreasonable Effectiveness of Recurrent Neural Networks<\/a><\/li>\n<li><a href=\"http:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/\">Understanding LSTM Networks<\/a><\/li>\n<li><a href=\"http:\/\/mlg.eng.cam.ac.uk\/yarin\/thesis\/\">Uncertainty in Deep Learning<\/a> (Yarin Gal&#8217;s PhD thesis)<\/li>\n<li><a href=\"https:\/\/stats385.github.io\">Theories of Deep Learning<\/a> (Course at Stanford University)<\/li>\n<li><a href=\"https:\/\/alexgkendall.com\/computer_vision\/bayesian_deep_learning_for_safe_ai\/\">Deep Learning Is Not Good Enough, We Need Bayesian Deep Learning for Safe AI<\/a><\/li>\n<li><a href=\"https:\/\/www.kdnuggets.com\/2017\/01\/generative-adversarial-networks-hot-topic-machine-learning.html\">Generative Adversarial Networks \u2013 Hot Topic in Machine Learning<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/nashory\/gans-awesome-applications\">gans-awesome-applications<\/a><\/li>\n<li><a href=\"https:\/\/medium.com\/@jonathan_hui\/gan-some-cool-applications-of-gans-4c9ecca35900\">Some cool applications of GANs<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Programa de Ver\u00e3o do LNCC &#8211;\u00a0Jornada de Ci\u00eancia de Dados (10-13\/fev) Lectures Lecture 1\u00a0 (10th of February) Lecture 2 (11th of February) Lecture 3a, Lecture3b (12th of February) Lecture 4\u00a0(13th of February) Code PyTorch colab notebook (demos &amp; examples) Additional Resources Neural Networks and Deep Learning\u00a0(Michael Nielsen&#8217;s book) Deep Learning Book\u00a0\u00a0(Goodfellow et al&#8217;s book) Introdu\u00e7\u00e3o [&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-1433","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1433","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=1433"}],"version-history":[{"count":11,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1433\/revisions"}],"predecessor-version":[{"id":1447,"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/pages\/1433\/revisions\/1447"}],"wp:attachment":[{"href":"https:\/\/eic.cefet-rj.br\/~ebezerra\/wp-json\/wp\/v2\/media?parent=1433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}