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InsemMar 20242019 patternBE AI&DS

Deep Learning (DL) SPPU Insem Question Paper Mar 2024

All 4 questions from this SPPU insem paper, as printed. Read them here or open the PDF.

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Subject code
417532(D)
Pattern
2019 pattern
Exam
Insem
Session
Mar 2024
Max. marks
30
Time
1 Hour
Semester
VIII
Paper code
[6270]-198

Printed for: B.E. (AI & DS) (Insem.)

Instructions to the candidates

  1. Attempt Q.1 or Q.2, Q.3 or Q.4.
  2. Use of electronic pocket calculator is allowed.
  3. Assume suitable data, if necessary.
  4. Neat sketches must be drawn wherever necessary.

Questions

  1. Q1

    1. a)

      What are the Advantage and challenges of deep learning.

      Also asked:Mar 2025

      [5]
    2. b)

      Describe Back propagation training algorithm.

      [5]
    3. c)

      State any five applications of deep learning.

      Also asked:Mar 2025

      [5]

  2. Q2

    1. a)

      Describe under fitting, over fitting and bias variance trade-off.

      [5]
    2. b)

      Describe any five activation functions.

      [5]
    3. c)

      What are Hyper parameters? Explain any 2 in brief.

      [5]

  3. Q3

    1. a)

      Differentiate between biological and artificial neuron.

      Also asked:Mar 2025

      [5]
    2. b)

      Describe Multilayer Feed-Forward Networks.

      [5]
    3. c)

      How to select a particular activation function? Explain with example.

      [5]

  4. Q4

    1. a)

      Explain loss functions. How to choose output and loss function? Give an example.

      [5]
    2. b)

      Explain Loss Functions for Reconstruction.

      [5]
    3. c)

      Mention Different Optimization algorithms in Deep Learning. 

      Also asked:Mar 2025

      [5]