{"id":55429,"date":"2023-08-28T15:51:43","date_gmt":"2023-08-28T15:51:43","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/ccs364-soft-computing-syllabus-for-aids-2021-regulation-professional-elective-i\/"},"modified":"2023-08-28T15:51:43","modified_gmt":"2023-08-28T15:51:43","slug":"ccs364-soft-computing-syllabus-for-aids-2021-regulation-professional-elective-i","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/ccs364-soft-computing-syllabus-for-aids-2021-regulation-professional-elective-i\/","title":{"rendered":"CCS364: Soft Computing syllabus for AI&DS 2021 regulation (Professional Elective-I)"},"content":{"rendered":"

Soft Computing detailed syllabus for Artificial Intelligence & Data Science (AI&DS) for 2021 regulation curriculum has been taken from the Anna Universities<\/a> official website and presented for the AI&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

For Artificial Intelligence & Data Science 5th Sem scheme and its subjects, do visit AI&DS 5th Sem 2021 regulation scheme<\/a>. For Professional Elective-I scheme and its subjects refer to AI&DS Professional Elective-I syllabus scheme<\/a>. The detailed syllabus of soft computing is as follows. <\/p>\n

Course Objectives:<\/h4>\n

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Unit I<\/h4>\n

INTRODUCTION TO SOFT COMPUTING AND FUZZY LOGIC
\nIntroduction – Fuzzy Logic – Fuzzy Sets, Fuzzy Membership Functions, Operations on Fuzzy Sets, Fuzzy Relations, Operations on Fuzzy Relations, Fuzzy Rules and Fuzzy Reasoning, Fuzzy Inference Systems\n<\/p>\n

Unit II<\/h4>\n

NEURAL NETWORKS
\nSupervised Learning Neural Networks – Perceptrons – Backpropagation -Multilayer Perceptrons -Unsupervised Learning Neural Networks – Kohonen Self-Organizing Networks\n<\/p>\n

Unit III<\/h4>\n

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Unit IV<\/h4>\n

NEURO FUZZY MODELING
\nANFIS architecture – hybrid learning – ANFIS as universal approximator – Coactive Neuro fuzzy modeling – Framework – Neuron functions for adaptive networks – Neuro fuzzy spectrum -Analysis of Adaptive Learning Capability\n<\/p>\n

Unit V<\/h4>\n

APPLICATIONS
\nModeling a two input sine function – Printed Character Recognition – Fuzzy filtered neural networks – Plasma Spectrum Analysis – Hand written neural recognition – Soft Computing for Color Recipe Prediction.\n<\/p>\n

Course Outcomes:<\/h4>\n
    \n
  1. Understand the fundamentals of fuzzy logic operators and inference mechanisms<\/li>\n
  2. Understand neural network architecture for AI applications such as classification and clustering<\/li>\n
  3. Learn the functionality of Genetic Algorithms in Optimization problems<\/li>\n
  4. Use hybrid techniques involving Neural networks and Fuzzy logic<\/li>\n
  5. Apply soft computing techniques in real world applications<\/li>\n<\/ol>\n

    Practical Exercises<\/h4>\n

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    Text Books:<\/h4>\n
      \n
    1. SaJANG, J.-S. R., SUN, C.-T., & MIZUTANI, E. (1997). Neuro-fuzzy and soft computing: A computational approach to learning and machine intelligence. Upper Saddle River, NJ, Prentice Hall,1997<\/li>\n
    2. Himanshu Singh, Yunis Ahmad Lone, Deep Neuro-Fuzzy Systems with Python<\/li>\n
    3. With Case Studies and Applications from the Industry, Apress, 2020<\/li>\n<\/ol>\n

      Reference Books:<\/h4>\n
        \n
      1. roj Kaushik and Sunita Tiwari, Soft Computing-Fundamentals Techniques and Applications, 1st Edition, McGraw Hill, 2018.<\/li>\n
      2. S. Rajasekaran and G.A.V.Pai, \u201cNeural Networks, Fuzzy Logic and Genetic Algorithms\u201d, PHI, 2003.<\/li>\n
      3. Samir Roy, Udit Chakraborthy, Introduction to Soft Computing, Neuro Fuzzy and Genetic Algorithms, Pearson Education, 2013.<\/li>\n
      4. S.N. Sivanandam, S.N. Deepa, Principles of Soft Computing, Third Edition, Wiley India Pvt Ltd, 2019.<\/li>\n
      5. R.Eberhart, P.Simpson and R.Dobbins, \u201cComputational Intelligence – PC Tools\u201d, AP Professional, Boston, 1996<\/li>\n<\/li>\n<\/ol>\n

        For detailed syllabus of all the other subjects of Artificial Intelligence & Data Science 5th Sem, visit AI&DS 5th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n

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

        Soft Computing detailed syllabus for Artificial Intelligence & Data Science (AI&DS) for 2021 regulation curriculum has been taken from the Anna Universities official website and presented for the AI&DS 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":[144],"tags":[],"class_list":["post-55429","post","type-post","status-publish","format-standard","hentry","category-aids"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55429","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=55429"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/55429\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=55429"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=55429"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=55429"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}