{"id":2323,"date":"2016-07-12T19:03:59","date_gmt":"2016-07-12T19:03:59","guid":{"rendered":"http:\/\/www.inspirenignite.com\/jntuh\/?p=2323"},"modified":"2019-07-14T06:53:40","modified_gmt":"2019-07-14T06:53:40","slug":"jntuh-b-tech-4th-year-2-sem-information-technology-r13-4-2-machine-learning-elective-iv-r13-syllabus","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/jntuh\/jntuh-b-tech-4th-year-2-sem-information-technology-r13-4-2-machine-learning-elective-iv-r13-syllabus\/","title":{"rendered":"JNTUH B.Tech 4th Year 2 sem Information Technology R13 (4-2) Machine Learning (Elective -IV) R13 syllabus."},"content":{"rendered":"<p style=\"text-align: justify\">JNTUH B.Tech 4th year (4-2) Machine Learning gives you detail information of Machine Learning (Elective -IV) R13 syllabus It will be help full to understand you complete curriculum of the year.<\/p>\n<p style=\"text-align: justify\"><strong>Objectives<\/strong><\/p>\n<ul style=\"text-align: justify\">\n<li>To be able to formulate machine learning problems corresponding to different applications.<\/li>\n<li>To understand a range of machine learning algorithms along with their strengths and weaknesses.<\/li>\n<li>To understand the basic theory underlying machine learning.<\/li>\n<\/ul>\n<p style=\"text-align: justify\"><strong>UNIT-I<\/strong><\/p>\n<p style=\"text-align: justify\">Introduction: An illustrative learning task, and a few approaches to it. What is known from algorithms? Theory, Experiment. Biology. Psychology.<\/p>\n<p style=\"text-align: justify\">Concept Learning: Version spaces. Inductive Bias. Active queries. Mistake bound! PAC model. basic results. Overview of issues regarding data sources, success criteria.<\/p>\n<p style=\"text-align: justify\"><strong>UNIT \u2014II<\/strong><\/p>\n<p style=\"text-align: justify\">Decision Tree Learning: &#8211; Minimum Description Length Principle. Occam\u2019s razor. Learning with active queries<\/p>\n<p style=\"text-align: justify\">Neural Network Learning: Perceptions and gradient descent back propagation.<\/p>\n<p style=\"text-align: justify\"><strong>UNIT \u2014III<\/strong><\/p>\n<p style=\"text-align: justify\">Sample Complexity and Over fitting: Errors in estimating means. Cross Validation and jackknifing VC dimension.<\/p>\n<p style=\"text-align: justify\">Irrelevant features: Multiplicative rules for weight tuning.<\/p>\n<p style=\"text-align: justify\">Bayesian Approaches: The basics Expectation Maximization. Hidden Markov Models.<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/play.google.com\/store\/apps\/details?id=ini.istudy\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #ff0000\">Download iStudy Android App for complete JNTUH syllabus, results, timetables and all other updates. There are no ads and no pdfs and will make your life way easier<\/span>.<\/strong><\/a><\/p>\n<p style=\"text-align: justify\"><strong>TEXT BOOKS<\/strong><\/p>\n<ul style=\"text-align: justify\">\n<li>Tom Michel, Machine Learning, McGraw Hill, 1997<\/li>\n<li>Trevor Has tie, Robert Tibshirani &amp; Jerome Friedman. The Elements<\/li>\n<li>of Statically Learning, Springer Verlag, 2001.<\/li>\n<\/ul>\n<p style=\"text-align: justify\"><strong>REFERENCE BOOKS<\/strong><\/p>\n<ul style=\"text-align: justify\">\n<li>Machine Learning Methods in the Environmental Sciences, Neural Networks, William W Hsieh, Cambridge Univ Press.<\/li>\n<li>Richard o. Duda, Peter E. Hart and David G. Stork, pattern classification, John Wiley &amp; Sons Inc., 2001.<\/li>\n<li>Chris Bishop, Neural Networks for Pattern Recognition, Oxford University Press, 1995.<\/li>\n<\/ul>\n<p style=\"text-align: justify\"><strong>Outcomes<\/strong><\/p>\n<ul style=\"text-align: justify\">\n<li>Student should be able to understand the basic concepts such as decision trees and neural networks.<\/li>\n<li>Ability to formulate machine learning techniques to respective problems.<\/li>\n<li>Apply machine learning algorithms to solve problems of moderate corn plexity.<\/li>\n<\/ul>\n<p style=\"text-align: justify\">For more information about all JNTU updates please stay connected to us on FB and don\u2019t hesitate to ask any questions in the comment.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>JNTUH B.Tech 4th year (4-2) Machine Learning gives you detail information of Machine Learning (Elective -IV) R13 syllabus It will be help full to understand you complete curriculum of the [&hellip;]<\/p>\n","protected":false},"author":2259,"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":[62],"tags":[],"class_list":["post-2323","post","type-post","status-publish","format-standard","hentry","category-syllabus"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts\/2323","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\/2259"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/comments?post=2323"}],"version-history":[{"count":3,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts\/2323\/revisions"}],"predecessor-version":[{"id":17510,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/posts\/2323\/revisions\/17510"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/media?parent=2323"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/categories?post=2323"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/jntuh\/wp-json\/wp\/v2\/tags?post=2323"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}