Neural Network (KCA042) - AKTU Question Paper 2022-23
MCA · Semester 4 · Free PDF Download
This is the official AKTU Neural Network Previous Year Question Paper for MCA Semester 4, academic session 2022-23. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.
Course:MCA
Semester:Semester 4
Session:2022-23
University:AKTU / UPTU
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Questions Asked in 2022-23
Neural Network (KCA042) — extracted question text
Section AAttempt all questions in brief. 2 x 10 = 20
- aDefine Neuromorphic Computing
- bWhat are the features of neural networks?
- cState the Hebbian learning law
- dWhat are learning laws in neural networks?
- eList any two applications of Back Propagation network
- fList the merits of Boltzmann’s Machine
- gDefine Self-Organization?
- hWhat is recurrent neural network? (i) Write down the application of Soft computing. (j) What you mean by Hard and Soft computing?
Section BAttempt any three of the following: 10 x 3 = 30
- aExemplify the significance of sigmoid function
- bExplain any three activation functions which are us ed in single and multilayer networks to calculate the output
- cDiscuss the performance of back propagation learnin g. What are the limitations of back propagation learning? Explain in detail
- dExplain the SOM algorithm
- eWhat do you mean by Complex valued NN? Discuss
Section CAttempt any one part of the following: 10 x 1 = 10
- aWhat is learning in ANN? List the important learning strategies in ANN
- bDiscuss the structure and function of a biological neuron
- bExplain Least mean Square algorithm
- bWhat do you mean by Back propagation network? How Error is back propagated in a BPN? Discuss
- aExplain the Kohonenself -organizing map with diagram. Also discuss the merits and demerits of Kohonenself-organizing feature maps
- bWhat is Component analysis? Explain the Independent component analysis
- bDescribe the Fuzzy set. Explain the role of fuzzy set in soft computing
Question text is extracted from the official AKTU question paper PDF above. Check the original PDF for equations, diagrams and complete wording. Extracted: 2026-08-23.
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