{"id":55174,"date":"2023-08-28T07:08:54","date_gmt":"2023-08-28T07:08:54","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ad3511-deep-learning-laboratory-syllabus-for-aids-2021-regulation\/"},"modified":"2023-08-28T07:08:54","modified_gmt":"2023-08-28T07:08:54","slug":"ad3511-deep-learning-laboratory-syllabus-for-aids-2021-regulation","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ad3511-deep-learning-laboratory-syllabus-for-aids-2021-regulation\/","title":{"rendered":"AD3511: Deep Learning Laboratory syllabus for AI&amp;DS 2021 regulation"},"content":{"rendered":"<p align=\"justify\">Deep Learning Laboratory detailed syllabus for Artificial Intelligence &amp; Data Science (AI&amp;DS) for 2021 regulation curriculum has been taken from the <a class=\"rank-math-link\" href=\"https:\/\/cac.annauniv.edu\/\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">Anna University<\/a> official website and presented for the AI&amp;DS students. For course code, course name, number of credits for a course and other scheme related information,  do visit full semester subjects post given below. <\/p>\n<p align=\"justify\">For Artificial Intelligence &amp; Data Science 5th Sem scheme and its subjects, do visit <a class=\"rank-math-link\" href=\"..\/ai-ds-5th-sem-syllabus-2021-regulation\">AI&amp;DS 5th Sem 2021 regulation scheme<\/a>. The detailed syllabus of deep learning laboratory is as follows. <\/p>\n<p><h4>Course Objectives:<\/h4>\n<ul>\n<li>To understand the tools and techniques to implement deep neural networks<\/li>\n<li>To apply different deep learning architectures for solving problems<\/li>\n<li>To implement generative models for suitable applications<\/li>\n<li>To learn to build and validate different models<\/li>\n<\/ul>\n<p><h4><H4>List of Experiments:<\/H4><\/h4>\n<ol>\n<li>Solving XOR problem using DNN<\/li>\n<li>Character recognition using CNN<\/li>\n<li>Face recognition using CNN<\/li>\n<li>Language modeling using RNN<\/li>\n<li>Sentiment analysis using LSTM<\/li>\n<li>Parts of speech tagging using Sequence to Sequence architecture<\/li>\n<li>Machine Translation using Encoder-Decoder model<\/li>\n<li>Image augmentation using GANs<\/li>\n<li>Mini-project on real world applications<\/li>\n<\/ol>\n<p><h4>Course Outcomes:<\/h4>\n<p>After the completion of this course, students will be able to:<\/p>\n<ol>\n<li>Apply deep neural network for simple problems (K3)<\/li>\n<li>Apply Convolution Neural Network for image processing (K3)<\/li>\n<li>Apply Recurrent Neural Network and its variants for text analysis (K3)<\/li>\n<li>Apply generative models for data augmentation (K3)<\/li>\n<li>Develop real-world solutions using suitable deep neural networks (K4)<\/li>\n<\/li>\n<\/ol>\n<p align=\"justify\">For detailed syllabus of all other subjects of Artificial Intelligence &amp; Data Science, 2021 regulation curriculum do visit <a class=\"rank-math-link\" href=\"..\/category\/ai-ds+5th-sem\">AI&amp;DS 5th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n<p align=\"justify\">For all Artificial Intelligence &amp; Data Science results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/anna-university\/anna-university-results\/\">Anna University AI&amp;DS all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Deep Learning Laboratory detailed syllabus for Artificial Intelligence &amp; Data Science (AI&amp;DS) for 2021 regulation curriculum has been taken from the Anna University official website and presented for the AI&amp;DS [&hellip;]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[48,144],"tags":[],"class_list":["post-55174","post","type-post","status-publish","format-standard","hentry","category-5th-sem","category-aids"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55174","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=55174"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55174\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=55174"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=55174"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=55174"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}