Important Questions


  • What is Soft Computing? Explain it is different from hard computing, and its application Or  Discuss problem solving techniques? 
  • Discuss different techniques used in Soft Computing, its applications?
  •  Difference between BNN and ANN? 
  • Explain Biological Neural network in terms of Axom, Synapse, dendrites, Synaptic Gap?
  • What is Percetron Model, and explain activation function, NET, Target output, Actual output, Error?
  •  Explain Delta Rule in brief?
  • Explain McCulloch–Pitts Neuron in brief?
  • Define and explain the meaning of term “Artificial Intelligence”?
  • Differentiate AI problems Vs Conventional problems?
  • Explain Production System its applications and types?
  • Explain Depth First Search, Best First Search, Breadth First Search?
  • Explain Hill Climbing Procedure and its applications?
  • Explain A* and AO* algorithm?
  • What are the important issues in knowledge representation?
  • Explain Linear Seprability using an example? Or Is XOR Gate Linear Separable?
  • Explain Hebb Learning in brief?
  • Explain Learning in Neural Network? Or Explain Supervised Learning, Unsupervised Learning, Reinforcement Learning?
  • Explain ADALINE and MADALINE Network?
  • Explain Gradient Descent method?
  • Explain Backpropagation Training Algorithm in brief, and discuss applications of it?
  • Explain Radial Basis Function Network (RBFN) in brief?
  • Discuss Associative Memory in brief?
  • Discuss Unsupervised Learning Networks? Short note on KSOM, CPN, ART?
  • What is Competitive Learning?
  •  Differentiate between ART1 and ART2?
  • Discuss Boltzmann Machine in brief?
  • What are Applications of Neural network?
  • Explain Feature map? Discuss Kohonen Self Organization Map(KSOM) in brief?
  • Explain Counter Propagation in Brief? Explain full counter and feed counter propagation network?
  • Explain Adaptive Resonance Theory (ART) , and also explain ART1 and ART2?
  • Explain Fuzzy Logic, fuzzy set?
  • Explain Fuzzy Set Vs Crisp Set?
  • Explain Membership function, fuzzy set, fuzzy if-then Rules?
  •  Explain Fuzzy Inference System (FIS)?
  •  Explain Mamdani model and Takagi model?
  • Explain neuro fuzzy hybrid, neuro genetic hybrid and fuzzy genetic hybrid system?
  • Explain Genetic Algorithm in term of individual, gene, fitness, population, encoding, selection, crossover, mutation?
  • Explain different type of cross over operation?
  • Explain Generalized Modus Ponen and Generalized Modus Tonen?
  •  Explain Modus ponen, modus tonen, if-then rule?
  •  Explain Max-min Composition and Max-product composition?
  • Explain Union, Intersection, complement operations of fuzzy set?
  •  Explain Classical set Vs Fuzzy Set?
  • Comparison between Mamdani and Takagi Model?
  •  How Genetic Algorithm is different from traditional algorithms?
  •  Explain Genetic algorithm in terms of Reproduction, Selection, Evaluation and Replacement?
  • Write short notes on Roulette wheel Selection, Random selection, Tournament Selection, Boltzman Selection?
  • Discuss Crossover operation in GA and its types?
  • Discuss Mamdani Model for FIS?
  • Discuss Takagi Model for FIS?
  •  Discuss different Defuzzification methods?
  •  Difference between fuzzification and defuzzfication?
  • Explain following terms Core, Boundary, Support in term of Fuzzy Logic?
  •  Explain Fuzzy Expert System?
  • Discuss different encoding techniques used for GA?