{"id":56274,"date":"2023-08-28T16:26:13","date_gmt":"2023-08-28T16:26:13","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ccs357-optimization-techniques-syllabus-for-aiml-2021-regulation-professional-elective-vii\/"},"modified":"2023-08-28T16:26:13","modified_gmt":"2023-08-28T16:26:13","slug":"ccs357-optimization-techniques-syllabus-for-aiml-2021-regulation-professional-elective-vii","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ccs357-optimization-techniques-syllabus-for-aiml-2021-regulation-professional-elective-vii\/","title":{"rendered":"CCS357: Optimization Techniques syllabus for AI&ML 2021 regulation (Professional Elective-VII)"},"content":{"rendered":"

Optimization Techniques detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the AI&ML 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

For Artificial Intelligence & Machine Learning 6th Sem scheme and its subjects, do visit AI&ML 6th Sem 2021 regulation scheme<\/a>. For Professional Elective-VII scheme and its subjects refer to AI&ML Professional Elective-VII syllabus scheme<\/a>. The detailed syllabus of optimization techniques is as follows. <\/p>\n

Course Objectives:<\/h4>\n

Download the iStudy App for all syllabus and other updates.<\/a>
\"Get<\/a><\/h4>\n

Unit I<\/h4>\n

LINEAR MODELS
\nIntroduction of Operations Research – mathematical formulation of LPP- Graphical Methods to solve LPP- Simplex Method- Two-Phase method\n<\/p>\n

Unit II<\/h4>\n

INTEGER PROGRAMMING AND TRANSPORTATION PROBLEMS
\nInteger programming: Branch and bound method- Transportation and Assignment problems -Traveling salesman problem.\n<\/p>\n

Unit III<\/h4>\n

Download the iStudy App for all syllabus and other updates.<\/a>
\"Get<\/a><\/h4>\n

Unit IV<\/h4>\n

CLASSICAL OPTIMIZATION THEORY
\nUnconstrained problems – necessary and sufficient conditions – Newton-Raphson method, Constrained problems – equality constraints – inequality constraints – Kuhn-Tucker conditions.\n<\/p>\n

Unit V<\/h4>\n

QUEUING MODELS
\nIntroduction, Queuing Theory, Operating characteristics of a Queuing system, Constituents of a Queuing system, Service facility, Queue discipline, Single channel models, multiple service channels.\n<\/p>\n

Practicals<\/h4>\n
    \n
  1. Solving simplex maximization problems using R programming.<\/li>\n
  2. Solving simplex minimization problems using R programming.<\/li>\n
  3. Solving mixed constraints problems – Big M & Two phase method using TORA.<\/li>\n
  4. Solving transportation problems using R.<\/li>\n
  5. Solving assignment problems using R.<\/li>\n
  6. Solving optimization problems using LINGO.<\/li>\n
  7. Studying Primal-Dual relationships in LP using TORA.<\/li>\n
  8. Solving LP problems using dual simplex method using TORA.<\/li>\n
  9. Sensitivity & post optimality analysis using LINGO.<\/li>\n
  10. Solving shortest route problems using optimization software<\/li>\n
  11. Solving Project Management problems using optimization software<\/li>\n
  12. Testing random numbers and random variates for their uniformity.<\/li>\n
  13. Testing random numbers and random variates for their independence<\/li>\n
  14. Solve single server queuing model using simulation software package.<\/li>\n
  15. Solve multi server queuing model using simulation software package.<\/li>\n<\/ol>\n

    Course Outcomes:<\/h4>\n

    Download the iStudy App for all syllabus and other updates.<\/a>
    \"Get<\/a><\/h4>\n

    Text Books:<\/h4>\n
      \n
    1. Hamdy A Taha, Operations Research: An Introduction, Pearson, 10th Edition, 2017.<\/li>\n<\/ol>\n

      Reference Books:<\/h4>\n
        \n
      1. ND Vohra, Quantitative Techniques in Management, Tata McGraw Hill, 4th Edition, 2011.<\/li>\n
      2. J. K. Sharma, Operations Research Theory and Applications, Macmillan, 5th Edition, 2012.<\/li>\n
      3. Hiller F.S, Liberman G.J, Introduction to Operations Research, 10th Edition McGraw Hill, 2017.<\/li>\n
      4. Jit. S. Chandran, Mahendran P. Kawatra, KiHoKim, Essentials of Linear Programming, Vikas Publishing House Pvt.Ltd. New Delhi, 1994.<\/li>\n
      5. Ravindran A., Philip D.T., and Solberg J.J., Operations Research, John Wiley, 2nd Edition, 2007.<\/li>\n<\/li>\n<\/ol>\n

        For detailed syllabus of all the other subjects of Artificial Intelligence & Machine Learning 6th Sem, visit AI&ML 6th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

        For all Artificial Intelligence & Machine Learning results, visit Anna University AI&ML all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"

        Optimization Techniques detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the AI&ML students. […]<\/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":[157],"tags":[],"class_list":["post-56274","post","type-post","status-publish","format-standard","hentry","category-aiml"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56274","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=56274"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/56274\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=56274"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=56274"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=56274"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}