MCASemester 42022-23Neural NetworkKCA042
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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) — complete question paper

Section AAttempt all questions in brief. 2 x 10 = 20
  • a
    Define Neuromorphic Computing
  • b
    What are the features of neural networks?
  • c
    State the Hebbian learning law
  • d
    What are learning laws in neural networks?
  • e
    List any two applications of Back Propagation network
  • f
    List the merits of Boltzmann’s Machine
  • g
    Define Self-Organization?
  • h
    What 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
  • a
    Exemplify the significance of sigmoid function
  • b
    Explain any three activation functions which are us ed in single and multilayer networks to calculate the output
  • c
    Discuss the performance of back propagation learnin g. What are the limitations of back propagation learning? Explain in detail
  • d
    Explain the SOM algorithm
  • e
    What do you mean by Complex valued NN? Discuss
Section CAttempt any one part of the following: 10 x 1 = 10
  • a
    What is learning in ANN? List the important learning strategies in ANN
  • b
    Discuss the structure and function of a biological neuron
  • b
    Explain Least mean Square algorithm
  • b
    What do you mean by Back propagation network? How Error is back propagated in a BPN? Discuss
  • a
    Explain the Kohonenself -organizing map with diagram. Also discuss the merits and demerits of Kohonenself-organizing feature maps
  • b
    What is Component analysis? Explain the Independent component analysis
  • b
    Describe the Fuzzy set. Explain the role of fuzzy set in soft computing

Question text is extracted from the official AKTU question paper PDF above. Hindi translations are omitted — every question is printed in English in the original paper. Last verified: 2026-08-23.

Repeated Questions — KCA042

Questions that appeared in more than one session, found by comparing 3 years of Neural Network papers (2021-22, 2022-23, 2024-25)

2x

What are the features of neural networks?

Appeared in: 2022-23 · 2024-25

2x

What are learning laws in neural networks?

Appeared in: 2022-23 · 2024-25

2x

What is Component analysis? Explain the Independent component analysis

Appeared in: 2022-23 · 2024-25

Neural Network — Other Year Papers

AKTU Neural Network PYQs from other sessions

Neural Network2021-22Neural Network2024-25

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