{"id":595,"date":"2016-10-04T01:02:03","date_gmt":"2016-10-04T01:02:03","guid":{"rendered":"http:\/\/ail.tokyo\/?page_id=595"},"modified":"2017-09-20T18:03:45","modified_gmt":"2017-09-20T09:03:45","slug":"aai-ist2016a","status":"publish","type":"page","link":"https:\/\/deeplearning.jp\/en\/lectures_old\/aai-ist2016a\/","title":{"rendered":"AAI-IST2016A"},"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\"><p class=\"qtranxs-available-languages-message qtranxs-available-languages-message-en\">Sorry, this entry is only available in <a class=\"qtranxs-available-language-link qtranxs-available-language-link-ja\" title=\"\u65e5\u672c\u8a9e\" href=\"https:\/\/deeplearning.jp\/ja\/lectures\/aai-ist2016a\/?vc_editable=true&amp;vc_post_id=595&amp;_vcnonce=77061dd7f1\">Japanese<\/a>. For the sake of viewer convenience, the content is shown below in the alternative language. You may click the link to switch the active language.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_row-fluid vc_custom_1499669620355\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"vc_row wpb_row vc_inner 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>Frontier Artificial Intelligence II 2016\uff08The course of Graduate School of The University of Tokyo\uff09<\/h2>\n<p>The emergence of Deep Learning technology has dramatically improved AI technology, and had a big impact on diverse industry and social institution. \u00a0In the near future, every industry and its types should be influenced by AI technology. \u00a0Frontier artificial intelligence II provides a project-style lecture intended \u00a0acquisition of more practical ability of research and development for the learners who have a basic understanding of Deep Learning and can construct the models. \u00a0Based on the idea &#8220;Practice makes perfect&#8221;, we aim to let you acquire the technique through the exercise. \u00a0In exercise, you can concentrate on the point of the lecture by using our specific development platform &#8220;<a href=\"http:\/\/ilect.net\">ilect.net&#8221;<\/a>\u00a0: enables you to code in Python with GPU on a browser\uff08The detail of iLect is <a href=\"http:\/\/ilect.net\/what-is-ilect\/\">here<\/a>\uff09.<\/p>\n<ul>\n<li>Date\uff1aEvery Tuesday \u00a0fourth class\uff08from 2:55 PM to 4:40 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\uff08Notes\uff1aThe number of participants will be limited to about 50 people due to the limitation of the exercise system.\uff09<\/li>\n<\/ul>\n<p><a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSeTXpvPjmviY01RIvt5iU3HnHzkPMy-XU-yX0GUDPlJcni3mg\/viewform?usp=send_form\">application<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"wpb_text_column wpb_content_element\"><div class=\"wpb_wrapper\"><h2>Program syllabus<\/h2>\n<p>\uff08The contents are being adjusted, may be changed.)<\/p>\n<p>&nbsp;<\/p>\n<table class=\"table table-striped\">\n<thead>\n<tr>\n<th><\/th>\n<th>date<\/th>\n<th>title<\/th>\n<th>contents<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1.<\/td>\n<td>2016\/10\/ 4<\/td>\n<td>Introduction\/Guidance<\/td>\n<td>Summarization of the spring semester and Introduction of the autumn semester class, Team development and notation\uff08outline\uff09, perspective of this lecture and precautions etc&#8230;<\/td>\n<\/tr>\n<tr>\n<td>2.<\/td>\n<td>2016\/10\/11<\/td>\n<td>Advanced image recognition<\/td>\n<td>Reuse of pre-trained network, Transfer learning, Fine-Tuning, VGG, an introduction to Caffe<\/td>\n<\/tr>\n<tr>\n<td>3.<\/td>\n<td>2016\/10\/18<\/td>\n<td>Deep Learning and Big Data<\/td>\n<td>HPC, GPU,\u00a0Profilers,\u00a0Database and Deep Learning<\/td>\n<\/tr>\n<tr>\n<td>4.<\/td>\n<td>2016\/10\/25<\/td>\n<td>Reinforcement learning(DQN)<\/td>\n<td>Reinforcement learning, Policy and Value function,Q Learning, DQN<\/td>\n<\/tr>\n<tr>\n<td>5.<\/td>\n<td>2016\/11\/ 1<\/td>\n<td>Team development and project<\/td>\n<td>Team development, Git and workflow, project management<\/td>\n<\/tr>\n<tr>\n<td>6.<\/td>\n<td>2016\/11\/15<\/td>\n<td>Team introduction<\/td>\n<td>Overview of the team project, Team introduction<\/td>\n<\/tr>\n<tr>\n<td>7.<\/td>\n<td>2016\/11\/22<\/td>\n<td>Advanced image recognition 2<\/td>\n<td>Region proposal, Semantic segmentation, Fast\/Faster RCNN, Deconvolution, FCN<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u203b2016\/11\/29<\/td>\n<td>\uff08no lectures\uff09<\/td>\n<\/tr>\n<tr>\n<td>8.<\/td>\n<td>2016\/12\/ 6<\/td>\n<td>Reinforcement learning(DQN)2<\/td>\n<td>Advanced topic,\u00a0Reinforcement Learning, A3C<\/td>\n<\/tr>\n<tr>\n<td>9.<\/td>\n<td>2016\/12\/13<\/td>\n<td>Web and Deep Learning<\/td>\n<td>Knowledge Representation,\u00a0DeepWalk,\u00a0Knowledge Graph<\/td>\n<\/tr>\n<tr>\n<td>10.<\/td>\n<td>2016\/12\/20<\/td>\n<td>Developing time<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>11.<\/td>\n<td><strong>2017\/ 1\/10(The date has been changed\uff09<\/strong><\/td>\n<td>Interim report<\/td>\n<td><\/td>\n<\/tr>\n<tr>\n<td>12.<\/td>\n<td>2017\/ 1\/21<\/td>\n<td>Final report<\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"","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-595","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=\"Sorry, this entry is only available in Japanese. 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