Introduction To Soft Computing

Introduction To Soft Computing in Indian Institute of Technology, Kharagpur

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Created by IIT Kharagpur Staff Last updated Thu, 24-Feb-2022 English


Introduction To Soft Computing free videos and free material uploaded by Indian Institute of Technology, Kharagpur (IIT Kharagpur). This session contains about Introduction To Soft Computing Updated syllabus , Lecture notes , videos , MCQ , Privious Question papers and Toppers Training Provided Training of this course. If Material not uploaded check another subject

Syllabus / What will i learn?

Week 1:Introduction to Soft Computing, Introduction to Fuzzy logic,Fuzzy membership functions,Operations on Fuzzy sets

Week 2:Fuzzy relations, Fuzzy propositions, Fuzzy implications,Fuzzy inferences

Week 3:Defuzzyfication Techniques-I, Defuzzyfication Techniques-II, Fuzzy logic controller-I,Fuzzy logic controller-II

Week 4:
Solving optimization problems, Concept of GA, GA Operators: Encoding,GA Operators: Selection-I

Week 5:GA Operators: Selection-II, GA Operators: Crossover-I, GA Operators: Crossover-II,GA Operators: Mutation

Week 6:
Introduction to EC-I, Introduction to EC-II, MOEA Approaches: Non-Pareto,MOEA Approaches: Pareto-I

Week 7:
MOEA Approaches: Pareto-II, Introduction to ANN,ANN Architecture

Week 8:
ANN Training-I, ANN Training-II, ANN Training-III,Applications of ANN



Curriculum for this course
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Description

Soft computing is an emerging approach to computing which parallel the remarkable ability of the human mind to reason and learn in an environment of uncertainty and imprecision. Soft computing is based on some biological inspired methodologies such as genetics, evolution, ant’s behaviors, particles swarming, human nervous systems, etc. Now, soft computing is the only solution when we don’t have any mathematical modeling of problem solving (i.e., algorithm), need a solution to a complex problem in real time, easy to adapt with changed scenario and can be implemented with parallel computing. It has enormous applications in many application areas such as medical diagnosis, computer vision, hand written character recondition, pattern recognition, machine intelligence, weather forecasting, network optimization, VLSI design, etc.INTENDED AUDIENCE :The course is of interdisciplinary nature and students fromCSEITEEECECEME, etc. can take this course.PREREQUISITES :NILINDUSTRY SUPPORT :All IT companies, in general.

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