Define Soft computing. Explain its importance. How is Soft computing different from Hard Computing?
[7 marks]Discuss back propagation networks in detail with neat sketches.
[7 marks]Discuss various fuzzy set operations with appropriate examples.
[7 marks]Compare Supervised and Unsupervised learning.
[7 marks]What is genetic algorithm? How it is different from traditional algorithm.
[7 marks]Explain soft computing characteristics.
Explain the working of artificial neuron and explain how it differs from biological neuron.
[7 marks]Write a short note on rough set theory.
[7 marks]Explain working of competitive leaning. Discuss its limitations.
[7 marks]Describe learning vector quantization with suitable example.
[7 marks]Explain Reproduction method in GA.
[7 marks]Write a brief note on Kohenen’s self-Organizing networks.
[7 marks]Explain printed Character Recognition.
[7 marks]What is Defuzzification? Describe any two methods of Defuzzification.
[7 marks]Elaborate Adaptive Neuro – Fuzzy Inference System with neat sketches.
[7 marks]Explain ANFIS Architecture.
[7 marks]Explain Hebbian Learning in detail.
[7 marks]