{"id":29333,"date":"2021-08-29T14:35:41","date_gmt":"2021-08-29T14:35:41","guid":{"rendered":"https:\/\/www.inspirenignite.com\/jntuh\/ec711pe-artificial-neural-networks-ece-syllabus-for-btech-4th-year-1st-sem-r18-regulation-jntuh-professional-elective-3\/"},"modified":"2021-08-29T14:35:41","modified_gmt":"2021-08-29T14:35:41","slug":"ec711pe-artificial-neural-networks-ece-syllabus-for-btech-4th-year-1st-sem-r18-regulation-jntuh-professional-elective-3","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/jntuh\/ec711pe-artificial-neural-networks-ece-syllabus-for-btech-4th-year-1st-sem-r18-regulation-jntuh-professional-elective-3\/","title":{"rendered":"EC711PE: Artificial Neural Networks ECE Syllabus for B.Tech 4th Year 1st Sem R18 Regulation JNTUH (Professional Elective-3)"},"content":{"rendered":"<p align=\"justify\">Artificial Neural Networks detailed syllabus for Electronics &amp; Communication Engineering (ECE), R18 regulation has been taken from the <a class=\"rank-math-link\" href=\"https:\/\/jntuh.ac.in\/syllabus\/\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">JNTUHs<\/a> official website and presented for the students of B.Tech Electronics &amp; Communication Engineering branch affiliated to JNTUH course structure. For Course Code, Course Titles, Theory Lectures, Tutorial, Practical\/Drawing, Credits, and other information do visit full semester subjects post given below. The syllabus PDF files can also be downloaded from the universities official website.<\/p>\n<p align=\"justify\">For all the other ECE 4th Year 1st Sem Syllabus for B.Tech R18 Regulation JNTUH scheme, visit <a class=\"rank-math-link\" href=\"..\/ece-4th-year-1st-sem-syllabus-for-btech-r18-regulation-jntuh\">Electronics &amp; Communication Engineering 4th Year 1st Sem R18 Scheme<\/a>. <\/p>\n<p align=\"justify\">For all the (Professional Elective-3) subjects refer to <a class=\"rank-math-link\" href=\"..\/ece-4th-year-1st-sem-professional-elective-3-syllabus-for-btech-r18-regulation-jntuh\">Professional Elective-3 Scheme<\/a>. The detail syllabus for artificial neural networks is as follows.  <\/p>\n<h4>Prerequisite:<\/h4>\n<p>  Nil<\/p>\n<h4>Course Objective:<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students&#8217;s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&amp;pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>.  <\/p>\n<h4>Course Outcome:<\/h4>\n<p>  Upon completing this course, the student will be able to<\/p>\n<ul>\n<li>Understand the similarity of Biological networks and Neural networks<\/li>\n<li>Perform the training of neural networks using various learning rules.<\/li>\n<li>Understanding the concepts of forward and backward propagations.<\/li>\n<li>Understand and Construct the Hopfield models.<\/li>\n<\/ul>\n<h4>Unit &#8211; I<\/h4>\n<p>  Introduction: A Neural Network, Human Brain, Models of a Neuron, Neural Networks viewed as Directed Graphs, Network Architectures, Knowledge Representation, Artificial Intelligence and Neural Networks Learning Process: Error Correction Learning, Memory Based Learning, Hebbian Learning, Competitive, Boltzmann Learning, Credit Assignment Problem, Memory, Adaption, Statistical Nature of the Learning Process<\/p>\n<h4>Unit &#8211; II<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students&#8217;s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&amp;pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>.  <\/p>\n<h4>Unit &#8211; III<\/h4>\n<p>  Back Propagation: Back Propagation and Differentiation, Hessian Matrix, Generalization, Cross Validation, Network Pruning Techniques, Virtues and Limitations of Back Propagation Learning, Accelerated Convergence, Supervised Learning<\/p>\n<h4>Unit &#8211; IV<\/h4>\n<p>  Self-Organization Maps (SOM): Two Basic Feature Mapping Models, Self-Organization Map, SOM Algorithm, Properties of Feature Map, Computer Simulations, Learning Vector Quantization, Adaptive Patter Classification<\/p>\n<h4>Unit &#8211; V<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students&#8217;s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&amp;pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>.  <\/p>\n<h4>Text Books:<\/h4>\n<ol>\n<li>Neural Networks a Comprehensive Foundations, Simon S Haykin, PHI Ed.,.<\/li>\n<li>Introduction to Artificial Neural Systems Jacek M. Zurada, JAICO Publishing House Ed. 2006.<\/li>\n<\/ol>\n<h4>Reference Books:<\/h4>\n<p id=\"istudy\" style=\"text-align:center\">For the complete syllabus, results, class timetable, and many other features kindly download the <a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\">iStudy App<\/a><br \/><b> It is a lightweight, easy to use, no images, and no pdfs platform to make students&#8217;s lives easier.<\/b><br \/><a class=\"rank-math-link\" href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy&amp;pcampaignid=pcampaignidMKT-Other-global-all-co-prtnr-py-PartBadge-Mar2515-1\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/play.google.com\/intl\/en_us\/badges\/static\/images\/badges\/en_badge_web_generic.png\" alt=\"Get it on Google Play\" style=\"height:65px\"><\/a>.<\/p>\n<p align=\"justify\">For detail syllabus of all other subjects of B.Tech Electronics &amp; Communication Engineering 4th Year 1st Sem , visit <a class=\"rank-math-link\" href=\"..\/category\/ece\">ECE 4th Year 1st Sem syllabus<\/a> subjects.<\/p>\n<p align=\"justify\">For B.Tech Electronics &amp; Communication Engineering (ECE) 4th  Year results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/jntuh\/jntuh-b-tech-results\/\">JNTUH B.Tech Electronics &amp; Communication Engineering semester results<\/a> direct link.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial Neural Networks detailed syllabus for Electronics &amp; Communication Engineering (ECE), R18 regulation has been taken from the JNTUHs official website and presented for the students of B.Tech Electronics &amp; [&hellip;]<\/p>\n","protected":false},"author":2344,"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":[3],"tags":[],"class_list":["post-29333","post","type-post","status-publish","format-standard","hentry","category-ece"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts\/29333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/users\/2344"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/comments?post=29333"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts\/29333\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/media?parent=29333"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/categories?post=29333"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/tags?post=29333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}