Name: Note for Soft Computing - SC by MD WESH KARNI
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Author: MD WESH KARNI

 Basic Definition and Terminology,
Set-theoretic Operations, Member Function Formulation and Parameterization, Fuzzy Rules and
Fuzzy Reasoning, Extension Principle and Fuzzy Relations, Fuzzy If-Then Rules, Fuzzy Reasoning ,
Fuzzy Inference Systems, Mamdani Fuzzy Models, Sugeno Fuzzy Models, Tsukamoto Fuzzy Models,
Input Space Partitioning and Fuzzy Modeling

Introduction To Neuro Fuzzy And Soft Computing Fuzzy Sets

Single layer networks, Perceptrons: Adaline, Mutilayer Perceptrons
Supervised Learning, Back-propagation, LM Method, Radial Basis Function Networks,
Unsupervised Learning Neural Networks, Competitive Learning Networks, Kohonen SelfOrganizing
Networks, Learning Vector Quantization, Hebbian Learning. Recurrent neural
networks,. Adaptive neuro-fuzzy information; systems (ANFIS), Hybrid Learning Algorithm,
Applications to control and pattern recognition

Neural Networks

Basic concepts, encoding, fitness
function, reproduction. Differences of GA and traditional optimization methods. Basic
genetic programming concepts Applications.

Derivative Free Optimization Genetic Algorithms

Simulated Annealing, Random Search, Downhill Simplex Search, Swarm
optimization

Note for Soft Computing - SC by MD WESH KARNI

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