{"id":370,"date":"2014-08-01T02:42:54","date_gmt":"2014-08-01T02:42:54","guid":{"rendered":"http:\/\/ec2-52-79-86-100.ap-northeast-2.compute.amazonaws.com\/?p=370"},"modified":"2024-05-01T14:39:19","modified_gmt":"2024-05-01T05:39:19","slug":"learning-deep-architectures-for-ai-seminar","status":"publish","type":"post","link":"https:\/\/blog.themusio.com\/?p=370","title":{"rendered":"Learning Deep Architectures for AI Seminar"},"content":{"rendered":"<p>For more info:\u00a0<a href=\"https:\/\/blog.themusio.com\/wp-content\/uploads\/2015\/11\/Learning-Deep-Architectures-for-AI-1.pptx\">Learning Deep Architectures for AI<\/a><\/p>\n<p><em>This\u00a0seminar was presented by Ash. The summary of this seminar is\u00a0as follows.<\/em><\/p>\n<p>&nbsp;<\/p>\n<p>***Peeking Into The Seminar***<\/p>\n<p><strong>Learning\u00a0Deep Architectures for AI<\/strong><\/p>\n<p>When\u00a0people\u00a0begin learning, they\u00a0become\u00a0aware of the most simple and complex\u00a0concepts\u00a0are learned\u00a0step by step. When this occurs, the\u00a0information is processed in the brain\u00a0through\u00a0interactions between\u00a0a\u00a0number of neurons which can be described as a myriad of layers. Using\u00a0this concept, engineers can\u00a0proceed sequentially in the treatment of their\u00a0work. The deep learning technique whichis\u00a0a\u00a0the same\u00a0processing\u00a0method\u00a0used in the human\u00a0brain. In contrast\u00a0to\u00a0prior trends using shallow methods, deep\u00a0learning techniques learn more complex concepts\u00a0through\u00a0each layer\u00a0by performing the formation of deep structures like\u00a0in the\u00a0brain.\u00a0As an example, the simplest layer just recognizes\u00a0an\u00a0image\u2019s\u00a0pixels, the next layer recognizes only edges, part of the\u00a0face (object),\u00a0and\u00a0the\u00a0whole face(object) in that\u00a0order. As this process\u00a0works automatically, it is possible to process things\u00a0quickly without a\u00a0human\u2019s manual intervention. To realize this technique, deep\u00a0learning structures should function as follows<\/p>\n<p>It\u00a0should\u00a0be able to learn complex concepts<\/p>\n<p>It\u00a0should\u00a0be able to learn more complex techniques with\u00a0minimal\u00a0human input<\/p>\n<p>It\u00a0should\u00a0be able to learn a very large set\u00a0of\u00a0information<\/p>\n<p>It\u00a0should\u00a0be able to learn from mostly unlabeled data<\/p>\n<p>It\u00a0should\u00a0function well during\u00a0unsupervised learning<\/p>\n<p>Using\u00a0borrowed neural network structures with higher-level concept RBM, it\u00a0offers a\u00a0more accurate, faster, and more convenient technique than the\u00a0original neural network.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>For more info:\u00a0Learning Deep Architectures for AI This\u00a0seminar was presented by Ash. The summary of this semin [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3642,3640],"tags":[3650,3760,3656,3762,3658,3794,3796,3838],"class_list":["post-370","post","type-post","status-publish","format-standard","hentry","category-ai-en","category-all-en","tag-ai-ja-en","tag-artificial-intelligence-en","tag-baggage-en","tag-children-book-ja-en","tag-christmas-en","tag-deep-learning-ja-en","tag-electronics-en","tag-learn-english-en"],"aioseo_notices":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/posts\/370","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=370"}],"version-history":[{"count":2,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/posts\/370\/revisions"}],"predecessor-version":[{"id":10940,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=\/wp\/v2\/posts\/370\/revisions\/10940"}],"wp:attachment":[{"href":"https:\/\/blog.themusio.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=370"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=370"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.themusio.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}