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InsemMar 20252019 patternBE AI&DS

Deep Learning (DL) SPPU Insem Question Paper Mar 2025

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

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Pattern
2019 pattern
Exam
Insem
Session
Mar 2025
Max. marks
30
Time
1 Hour
Semester
VIII
Paper code
[6411]-189

Printed for: B.E. (Artificial Intelligence and Data Science) (Insem.)

Instructions to the candidates

  1. Attempt Q. No. 1 or Q. No. 2 and Q. No. 3 or Q. No. 4.
  2. Neat diagrams must be drawn wherever necessary.
  3. Figures to the right indicate full marks.
  4. Assume suitable data, if necessary.

Questions

  1. Q1

    1. a)

      Enlist different optimization algorithm which is commonly used in deep learning? Describe any one.

      Also asked:Mar 2024

      [5]
    2. b)

      Describe Advantage & challenges of Deep Learning?

      Also asked:Mar 2024

      [5]
    3. c)

      How Deep Learning works? Explain it?

      [5]

  2. Q2

    1. a)

      Enlist different hyper parameter in Deep Learning? Explain any two?

      [5]
    2. b)

      Describe Vanishing gradient & exploding gradient?

      [5]
    3. c)

      Explain different application of deep learning.

      Also asked:Mar 2024

      [5]

  3. Q3

    1. a)

      Explain perceptron & multi-layer perceptron?

      [5]
    2. b)

      Define loss functions? Explain with reference to classifications.

      [5]
    3. c)

      Explain the concept of biological neuron with comparison of artificial neuron. 2

      Also asked:Mar 2024

      [5]

  4. Q4

    1. a)

      Illustrate the need of Activation function in Neural Networks?

      [5]
    2. b)

      Define loss functions? Explain with reference to regression.

      [5]
    3. c)

      How does a neural network get trained? 

      [5]