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SRM Soft Computing - Sem VI
No Units Titles Sub Titles Chapters
1 Unit 1 Neural Networks Fundamentals of Neural Networks , History, Architectures, Learning methods, XOR problem,Delta rule, derivation,Backpropagation, applications, parameters in BPN, Associative memory , Hetero associative, BAM, energy functionproblems, applications of associative memories, ART1, ART2, applications of adaptive networks VIEW CHAPTERS
2 Unit 2 Fuzzy Logic Fuzzy set theory , crisp sets , fuzzy sets , crisp relations , Fuzzy relations , Fuzzy systems, Crisp logic , predicate logic , fuzzy logic, fuzzy based systems , Defuzzification methods , applications VIEW CHAPTERS
3 Unit 3 Genetic Algorithms Fundamentals of GA , creation of offsprings , encoding , fitness functionreproduction , crossover, insertioo& deletion, mutation, bitwise operators , applications VIEW CHAPTERS
4 Unit 4 Hybrid Systems Hybrid systems , Neuro Fuzzy , Neuro Genetic , fuzzy Genetic hybrids, GA based weight determination and applications, fuzzy BPN , simplified fuzzy ARTMAP VIEW CHAPTERS
5 Unit 5 Programming Using Matlab Using Neural Network toolbox , Using Fuzzy Logic toolbox, Using Genetic Algorithm & directed search toolbox VIEW CHAPTERS
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