{"id":261,"date":"2016-04-05T05:10:43","date_gmt":"2016-04-05T05:10:43","guid":{"rendered":"http:\/\/ail.tokyo\/?page_id=261"},"modified":"2017-09-20T18:00:11","modified_gmt":"2017-09-20T09:00:11","slug":"aai-2016-2","status":"publish","type":"page","link":"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-2016-2\/","title":{"rendered":"AAI-2016"},"content":{"rendered":"<p><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element\"><div class=\"wpb_wrapper\"><h2 style=\"text-align: center;\">Learning Deep learning and latest AI technologies<\/h2>\n<p>Deep learning has\u00a0become one of the most innovative\u00a0technologies and our society is facing to the change coming\u00a0from its\u00a0big impact. In the future, no matter what kind of job \/ what kind of you\u00a0are involved in, you will be influenced by the impact of advanced AI technologies. Deep Learning JP is offering a series of educational programs including this course named &#8220;<strong>Deep learning basics<\/strong>&#8221; as a preparation for such future.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element\"><div class=\"wpb_wrapper\"><h2 style=\"text-align: center;\">Deep Learning Basics<\/h2>\n<p>This course is designed to cover wide range of Deep learning technologies which are commonly used in latest researches \/ developments. It starts from basic topics on machine learning such as Logistic regression, MLP and basics of neural networks. After mastering the basic topics, it moves on to more advanced topics such as\u00a0autoencoders, CNNs, generative models, RNNs and language models. One of the most important characteristics of this course is that it&#8217;s a fully implementation-oriented course with practical exercises. In each chapter, you need to\u00a0tackle on a number of problems and home works that we provide. To allow you to focus on learning the principles of deep learning technologies rather than managing computational environment, we provide\u00a0<a href=\"http:\/\/ilect.net\/what-is-ilect\/\">iLect.net<\/a>,\u00a0an online GPU programming environment on fully-virtualized servers.<\/p>\n<ul>\n<li>Every Wed. 16:50 &#8211; 18:35<\/li>\n<li>Engineering building #2 and #3, the University of Tokyo<\/li>\n<li><a href=\"http:\/\/ail.tokyo\/registraiton-dl-basic2016\/\">Application Form<\/a>\u00a0(Deadline:17th Oct.)<\/li>\n<li>It is an independent course and thus a credit from the university won&#8217;t be given.<\/li>\n<\/ul>\n<h2><\/h2>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element\"><div class=\"wpb_wrapper\"><h2 style=\"text-align: center;\">Agenda<\/h2>\n<ol>\n<li>Introduction (2016\/10\/19)<br \/>\nWhat&#8217;s Deep Learning? The impact, influence for our society. Explanation of the course.<\/li>\n<li>Machine Learning 1 (2016\/10\/26)<br \/>\nMachine Learning, k-NN, Logistic Regression\uff0f Training, Testing<\/li>\n<li>Machine Learning 2 (2016\/11\/ 2)<br \/>\nNumpy,Scipy, Scikit-learn, Numpy Idioms, Advanced slicing, etc.<\/li>\n<li>Perception+Feed Forward Network, Gradient\u00a0Descent (2016\/11\/ 9)<br \/>\nNeural networks and the basics, gradient descent: the principle and implementation on\u00a0Numpy<\/li>\n<li>Gradient Descent, Stochastic Gradient Descent, Optimizers (2016\/11\/16)<br \/>\nTheano, optimizers<\/li>\n<li>Autoencoders (2016\/11\/30)<br \/>\npretraining, encoder-decoder models, denoising Autoencoder, SdA, modern autoencoders<\/li>\n<li>Convolutional Neural Networks(CNN) (2016\/12\/ 7)<br \/>\nCNN Basics, detailed explanation about image processing, data augmentation, etc.<\/li>\n<li>Convolutional Neural Networks(CNN) 2 (2016\/12\/14)<br \/>\nAdvanced CNNs.<\/li>\n<li>Generative models (2016\/12\/21)<br \/>\nGenerative models, RBM, VAE, GAN<\/li>\n<li>Recurrent Neural Networks(RNN) (2017\/ 1\/11)<br \/>\nSeries data and RNN<\/li>\n<li>Deep Learning and Language Models (2017\/ 1\/18)<br \/>\nWord Embedding, LSTM, Language Models<\/li>\n<li>The final presentation (2017\/ 1\/21)<br \/>\nProjects presentations<\/li>\n<\/ol>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column wpb_content_element\"><div class=\"wpb_wrapper\"><h2 style=\"text-align: center;\">Members<\/h2>\n<div class=\"container\" style=\"margin-top: 25px;\"><\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"vc_grid-container-wrapper vc_clearfix\"><div class=\"vc_grid-container vc_clearfix wpb_content_element vc_basic_grid\"><style type=\"text\/css\" data-type=\"vc_shortcodes-custom-css\">.vc_custom_1498884159835{background-color: #ffffff !important;}.vc_custom_1419002895369{background-color: rgba(255,255,255,0.15) !important;*background-color: rgb(255,255,255) !important;}<\/style><div class=\"vc_grid vc_row vc_grid-gutter-30px vc_pageable-wrapper vc_hook_hover\"><div class=\"vc_pageable-slide-wrapper vc_clearfix\"><div class=\"vc_grid-item vc_clearfix vc_col-sm-2 vc_grid-item-zone-c-bottom vc_visible-item\"><div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"vc_gitem-animated-block\"><div class=\"vc_gitem-zone vc_gitem-zone-a dljp_profile_img vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1\" style=\"background-image: url(&#039;https:\/\/deeplearning.jp\/wp-content\/uploads\/2021\/07\/matsuo2021.png&#039;) !important;\"><img decoding=\"async\" src=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2021\/07\/matsuo2021.png\" class=\"vc_gitem-zone-img\" alt=\"\"><div class=\"vc_gitem-zone-mini\"><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-b vc_custom_1419002895369 vc-gitem-zone-height-mode-auto vc_gitem-is-link\"><a href=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2021\/07\/matsuo2021.png\" title=\"Yutaka Matsuo\" data-rel=\"prettyPhoto[rel-4922]\" data-vc-gitem-zone=\"prettyphotoLink\" class=\"vc_gitem-link prettyphoto vc-zone-link vc-prettyphoto-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-c vc_custom_1498884159835\"><div class=\"vc_gitem-zone-mini\"><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf vc_gitem-align-center field_597591d8b8aab\"><a href=\"http:\/\/ymatsuo.com\/\" target=\"_blank\">Yutaka Matsuo<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate1 vc_gitem-align-center field_596da9f3345b4\"><a href=\"https:\/\/weblab.t.u-tokyo.ac.jp\" target=\"_blank\">Matsuo Lab.,<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate2 vc_gitem-align-center field_596822a742311\"><a href=\"https:\/\/www.t.u-tokyo.ac.jp\/soe\/index.html\" target=\"_blank\">School of Engineering<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate3 vc_gitem-align-center field_596db9ad6788b\">The University of Tokyo<\/div><div class=\"vc_gitem-acf dljp_profile_lab1 vc_gitem-align-center field_596d8a6ebd69e\"><\/div><div class=\"vc_gitem-acf dljp_profile_lab2 vc_gitem-align-center field_596d8ab931bd0\"><\/div><\/div><\/div><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf dljp_profile_website vc_gitem-align-center field_5968233442313\"><\/div><div class=\"vc_gitem-acf dljp_profile_tw vc_gitem-align-center field_596d8aee90788\"><\/div><div class=\"vc_gitem-acf dljp_profile_linkedin vc_gitem-align-center field_596d8b2afafbc\"> <\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_grid-item vc_clearfix vc_col-sm-2 vc_grid-item-zone-c-bottom vc_visible-item\"><div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"vc_gitem-animated-block\"><div class=\"vc_gitem-zone vc_gitem-zone-a dljp_profile_img vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1\" style=\"background-image: url(&#039;https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/06\/suzuki_masahiro-2.png&#039;) !important;\"><img decoding=\"async\" src=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/06\/suzuki_masahiro-2.png\" class=\"vc_gitem-zone-img\" alt=\"\"><div class=\"vc_gitem-zone-mini\"><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-b vc_custom_1419002895369 vc-gitem-zone-height-mode-auto vc_gitem-is-link\"><a href=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/06\/suzuki_masahiro-2.png\" title=\"Masahiro Suzuki\" data-rel=\"prettyPhoto[rel-4831]\" data-vc-gitem-zone=\"prettyphotoLink\" class=\"vc_gitem-link prettyphoto vc-zone-link vc-prettyphoto-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-c vc_custom_1498884159835\"><div class=\"vc_gitem-zone-mini\"><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf vc_gitem-align-center field_597591d8b8aab\"><a href=\"https:\/\/deeplearning.jp\/suzuki\/\">Masahiro Suzuki<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate1 vc_gitem-align-center field_596da9f3345b4\"><a href=\"https:\/\/weblab.t.u-tokyo.ac.jp\" target=\"_blank\">Matsuo Lab.,<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate2 vc_gitem-align-center field_596822a742311\"><a href=\"https:\/\/www.t.u-tokyo.ac.jp\/soe\" target=\"_blank\">School of engineering<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate3 vc_gitem-align-center field_596db9ad6788b\">The University of Tokyo<\/div><div class=\"vc_gitem-acf dljp_profile_lab1 vc_gitem-align-center field_596d8a6ebd69e\"><\/div><div class=\"vc_gitem-acf dljp_profile_lab2 vc_gitem-align-center field_596d8ab931bd0\"><\/div><\/div><\/div><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf dljp_profile_website vc_gitem-align-center field_5968233442313\"><\/div><div class=\"vc_gitem-acf dljp_profile_tw vc_gitem-align-center field_596d8aee90788\"><\/div><div class=\"vc_gitem-acf dljp_profile_linkedin vc_gitem-align-center field_596d8b2afafbc\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_grid-item vc_clearfix vc_col-sm-2 vc_grid-item-zone-c-bottom vc_visible-item\"><div class=\"vc_grid-item-mini vc_clearfix\"><div class=\"vc_gitem-animated-block\"><div class=\"vc_gitem-zone vc_gitem-zone-a dljp_profile_img vc-gitem-zone-height-mode-auto vc-gitem-zone-height-mode-auto-1-1\" style=\"background-image: url(&#039;https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/07\/yusuke_sugomori-300x300.png&#039;) !important;\"><img decoding=\"async\" src=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/07\/yusuke_sugomori-300x300.png\" class=\"vc_gitem-zone-img\" alt=\"\"><div class=\"vc_gitem-zone-mini\"><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-b vc_custom_1419002895369 vc-gitem-zone-height-mode-auto vc_gitem-is-link\"><a href=\"https:\/\/deeplearning.jp\/wp-content\/uploads\/2017\/07\/yusuke_sugomori-300x300.png\" title=\"Yusuke Sugomori\" data-rel=\"prettyPhoto[rel-6306]\" data-vc-gitem-zone=\"prettyphotoLink\" class=\"vc_gitem-link prettyphoto vc-zone-link vc-prettyphoto-link\"><\/a><div class=\"vc_gitem-zone-mini\"><\/div><\/div><\/div><div class=\"vc_gitem-zone vc_gitem-zone-c vc_custom_1498884159835\"><div class=\"vc_gitem-zone-mini\"><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf vc_gitem-align-center field_597591d8b8aab\"><a href=\"https:\/\/yusugomori.com\/\">Yusuke Sugomori<\/a><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate1 vc_gitem-align-center field_596da9f3345b4\">MICIN, Inc.<\/div><div class=\"vc_gitem-acf dljp_profile_affiliate2 vc_gitem-align-center field_596822a742311\"><\/div><div class=\"vc_gitem-acf dljp_profile_affiliate3 vc_gitem-align-center field_596db9ad6788b\"><\/div><div class=\"vc_gitem-acf dljp_profile_lab1 vc_gitem-align-center field_596d8a6ebd69e\"><\/div><div class=\"vc_gitem-acf dljp_profile_lab2 vc_gitem-align-center field_596d8ab931bd0\"><\/div><\/div><\/div><div class=\"vc_gitem_row vc_row vc_gitem-row-position-top\"><div class=\"vc_col-sm-12 vc_gitem-col vc_gitem-col-align-\"><div class=\"vc_gitem-acf dljp_profile_website vc_gitem-align-center field_5968233442313\"><\/div><div class=\"vc_gitem-acf dljp_profile_tw vc_gitem-align-center field_596d8aee90788\"><\/div><div class=\"vc_gitem-acf dljp_profile_linkedin vc_gitem-align-center field_596d8b2afafbc\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"<p>Sorry, this entry is only available in \u65e5\u672c\u8a9e. For the sake of viewer convenience, the c <a class=\"read-more\" href=\"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-2016-2\/\"> more <i class=\"fa fa-arrow-right\" aria-hidden=\"true\"><\/i><\/a><\/p>\n","protected":false},"author":14,"featured_media":0,"parent":552,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"tags":[],"class_list":["post-261","page","type-page","status-publish","hentry"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"Learning Deep learning and latest AI technologies Deep\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-2016-2\/\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.4\" \/>\n\n\t\t<!-- Google tag (gtag.js) -->\n<script async 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