{"id":339,"date":"2020-03-15T13:31:18","date_gmt":"2020-03-15T11:31:18","guid":{"rendered":"http:\/\/www.eng.biu.ac.il\/temanad\/?page_id=339"},"modified":"2020-09-30T16:56:49","modified_gmt":"2020-09-30T13:56:49","slug":"hardware-for-deep-learning","status":"publish","type":"page","link":"https:\/\/www.eng.biu.ac.il\/temanad\/hardware-for-deep-learning\/","title":{"rendered":"Hardware for Deep Learning"},"content":{"rendered":"<p>Hebrew Name: \u05d7\u05d5\u05de\u05e8\u05d4 \u05dc\u05dc\u05de\u05d9\u05d3\u05d4 \u05e2\u05de\u05d5\u05e7\u05d4 \u05d5\u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea<\/p>\n<p>Lecture Slides and Video Recordings<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/playlist?list=PLZU5hLL_713wXlIeer4vZmvzfE_FoCkIP\">Complete Playlist on YouTube<\/a><\/p>\n<ol>\n<li>Introduction to Deep Learning (<a href=\"http:\/\/www.eng.biu.ac.il\/temanad\/files\/2020\/03\/Part-1-Introduction-to-Deep-Learning.pdf\">slides<\/a>)\n<ol style=\"list-style-type: lower-alpha\">\n<li>Section 1a: From AI to DL (<a href=\"https:\/\/youtu.be\/4SA6t_tcFQA\">video<\/a>)<\/li>\n<li>Section 1b: Training Neural Networks (<a href=\"https:\/\/youtu.be\/9y7hB50vRdk\">video<\/a>)<\/li>\n<\/ol>\n<\/li>\n<li>Convolutional Neural Networks (<a href=\"http:\/\/www.eng.biu.ac.il\/temanad\/files\/2020\/03\/Part-2-CNNs.pdf\">slides<\/a>)\n<ol style=\"list-style-type: lower-alpha\">\n<li>Section 2a: CNN Basics (<a href=\"https:\/\/youtu.be\/rS_0Rn3RVmQ\">video<\/a>)<\/li>\n<li>Section 1b: Famous CNN Examples (<a href=\"https:\/\/youtu.be\/1TqRPZWwSHQ\">video<\/a>)<\/li>\n<\/ol>\n<\/li>\n<li>Computing Convolutions (<a href=\"http:\/\/www.eng.biu.ac.il\/temanad\/files\/2020\/04\/Part-3-Computing-Convolutions.pdf\">slides<\/a>, <a href=\"https:\/\/youtu.be\/hCwyepi_oMU\">video<\/a>)<\/li>\n<li>Reducing Complexity (<a href=\"http:\/\/www.eng.biu.ac.il\/temanad\/files\/2020\/04\/Part-4-Reducing-Complexity.pdf\">slides<\/a>)\n<ol style=\"list-style-type: lower-alpha\">\n<li>Section 4a: Lightweight Models (<a href=\"https:\/\/youtu.be\/RjVuL4VeuKU\">video<\/a>)<\/li>\n<li>Section 4b: Reducing Precision and Pruning (<a href=\"https:\/\/youtu.be\/Z0PIs-On5NQ\">video<\/a>)<\/li>\n<\/ol>\n<\/li>\n<li>The DL Acceleration Landscape (<a href=\"http:\/\/www.eng.biu.ac.il\/temanad\/files\/2020\/09\/Part-5-The-DL-Landscape.pdf\">slides<\/a>)\n<ol style=\"list-style-type: lower-alpha\">\n<li>Section 5a: The Deep Learning Acceleration Landscape (<a href=\"https:\/\/youtu.be\/hO6XEpkYz0U\">video<\/a>)<\/li>\n<li>Section 5b: The Deep Learning Software Stack (no video yet)<\/li>\n<li>Section 5c: Specialized Research ASICs (no video yet)<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Hebrew Name: \u05d7\u05d5\u05de\u05e8\u05d4 \u05dc\u05dc\u05de\u05d9\u05d3\u05d4 \u05e2\u05de\u05d5\u05e7\u05d4 \u05d5\u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea Lecture Slides and Video Recordings Complete Playlist on YouTube Introduction to Deep Learning (slides) Section 1a: From AI to DL (video) Section 1b: Training Neural Networks (video) Convolutional Neural Networks (slides) Section 2a: CNN Basics (video) Section 1b: Famous CNN Examples (video) Computing Convolutions (slides, video) Reducing Complexity &hellip; <a href=\"https:\/\/www.eng.biu.ac.il\/temanad\/hardware-for-deep-learning\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Hardware for Deep Learning<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":61,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-339","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/pages\/339"}],"collection":[{"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/users\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/comments?post=339"}],"version-history":[{"count":14,"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/pages\/339\/revisions"}],"predecessor-version":[{"id":632,"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/pages\/339\/revisions\/632"}],"wp:attachment":[{"href":"https:\/\/www.eng.biu.ac.il\/temanad\/wp-json\/wp\/v2\/media?parent=339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}