{"id":248,"date":"2016-04-05T04:20:41","date_gmt":"2016-04-05T04:20:41","guid":{"rendered":"http:\/\/ail.tokyo\/?page_id=248"},"modified":"2017-09-20T18:15:10","modified_gmt":"2017-09-20T09:15:10","slug":"aai-ist2016","status":"publish","type":"page","link":"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-ist2016\/","title":{"rendered":"AAI-IST2016"},"content":{"rendered":"<p><\/p>\n<h2>Frontier Artificial Intelligence 2016<\/h2>\n<p>We provide an advanced programme ; starting from basics of MLP and neural network, designed to get<br \/>\n you learning core technologies of Deep Learning and the latest topics step by step. \u00a0Based on the policy of &#8220;Practice makes perfect&#8221;, we aim to get you acquire the technique through exercises. Based on the idea \u201cPractice makes perfect\u201d, we aim to let you acquire the technique through the exercise. In exercise, you can concentrate on the point of the lecture by using our specific development platform \u201c<a href=\"http:\/\/ilect.net\">ilect.net<\/a>\u201d : enables you to code in Python with GPU on a browser\uff08the detail of ilect is <a href=\"http:\/\/f28.207.myftpupload.com\/what-is-ilect\/\">here<\/a>\uff09.<\/p>\n<ul>\n<li>Date\uff1a Every\u3000Tuesday fourth class\uff08from 2\uff1a55 pm to 4\uff1a40 pm\uff09<\/li>\n<li>Place\uff1aFaculty of Engineering Building 2, Second floor lecture room 223, The University of Tokyo<\/li>\n<li>Target\uff1aGraduate students of the University of Tokyo<\/li>\n<\/ul>\n<p style=\"text-align: center;\"><a href=\"http:\/\/ail.tokyo\/%e6%97%a5%e6%9c%ac%e8%aa%9e-registraiton-aai-ist2016\/\">application<\/a><\/p>\n<h2>Program syllabus<\/h2>\n<p>\uff08The contents are being adjusted, may be changed.\uff09<\/p>\n<ol>\n<li>Introduction<br \/>\ncontents\uff1aAbout Deep Learning\/ a history of AI technology, impacts on society\uff0fperspective of the lecture and precautions<br \/>\ndate\uff1a2016\/ 4\/19<\/li>\n<li>Machine Learning 1<br \/>\ncontents\uff1aMachine Learning, k-NN, Logistic Regression\uff0f\u00a0Training, Testing<br \/>\ndate\uff1a2016\/ 4\/26<\/li>\n<li>Machine Learning 2<br \/>\ncontents\uff1aNumpy,Scipy, Machine learning with Scikit-learn\uff0fNumpy Idioms\uff0fAdvanced operations on matrixes, Slicing<br \/>\ndate\uff1a2016\/ 5\/10<\/li>\n<li>Perception+Feed Forward Network, Gradient\u00a0Descent<br \/>\ncontents\uff1aBasic Neural Network<br \/>\ndate\uff1a2016\/ 5\/17<\/li>\n<li>Gradient Descent, Stochastic Gradient Descent, Optimizers<br \/>\ncontents\uff1aBasic Theano\uff0fOptimizers<br \/>\ndate\uff1a2016\/ 5\/24<\/li>\n<li>Autoencoders<br \/>\ncontents\uff1adenoising Autoencoder, SdA<br \/>\ndate\uff1a2016\/ 5\/31<\/li>\n<li>Convolutional Neural Networks(CNN)<br \/>\ncontents\uff1aBasic CNN<br \/>\ndate\uff1a2016\/ 6\/7<\/li>\n<li>Convolutional Neural Networks(CNN) 2<br \/>\ncontents\uff1aAdvanced CNN<br \/>\ndate\uff1a2016\/ 6\/14<\/li>\n<li>Generative models<br \/>\ncontents\uff1aRBM,VAE, etc&#8230;<br \/>\ndate\uff1a2016\/ 6\/21<\/li>\n<li>Recurrent Neural Networks(RNN)<br \/>\ncontents\uff1aSequence data\u3000handling<br \/>\ndate\uff1a2016\/ 6\/28<\/li>\n<li>Deep Learning and Language Models<br \/>\ncontents\uff1aWord Embedding,LSTM,Language Models<br \/>\ndate\uff1a2016\/ 7\/5<\/li>\n<li>Advanced Topics and summary<br \/>\ncontents\uff1aThe application to robots, An advanced image processing network\uff0fDQN,AlphaGo, etc&#8230;<br \/>\ndate\uff1a<del>2016\/ 7\/12<\/del> \u2192 <span style=\"color: #ff0000;\"><strong>2016\/ 7\/19 \uff08The date has changed.\uff09<\/strong><\/span><\/li>\n<\/ol>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Frontier Artificial Intelligence 2016 We provide an advanced programme ; starting fro <a class=\"read-more\" href=\"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-ist2016\/\"> more <i class=\"fa fa-arrow-right\" aria-hidden=\"true\"><\/i><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":552,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"tags":[],"class_list":["post-248","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=\"Frontier Artificial Intelligence 2016 We provide an adv\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-ist2016\/\" \/>\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 src=\"https:\/\/www.googletagmanager.com\/gtag\/js?id=G-S7YG337LDD\"><\/script>\n<script>\n  window.dataLayer = window.dataLayer || [];\n  function gtag(){dataLayer.push(arguments);}\n  gtag('js', new 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