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InsemSep 20242019 patternBE IT

Deep Learning (DL) SPPU Insem Question Paper Sep 2024

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

Open the PDFMost repeated DL questions
Subject code
414443
Pattern
2019 pattern
Exam
Insem
Session
Sep 2024
Max. marks
30
Time
1 Hour
Semester
VII
Paper code
[6361]-101

Printed for: B.E. (Information Technology) (Insem)

Instructions to the candidates

  1. Answer Q.1 or Q.2, Q.3 or Q.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)

      Define Deep Learning with suitable Architecture.

      [5]
    2. b)

      What is hyper parameter? Describe categories of hyper parameters?

      [5]
    3. c)

      Differentiate between Single layer feed forward Neural Network and Multi Layer feed Forward Neural Network .

      [5]

  2. Q2

    1. a)

      Explain following Activation functions. i) ReLU ii) LReLU iii) EReLU

      [7]
    2. b)

      What is the problem of vanishing gradient? Explain the various solutions to avoid it? 2

      Also asked:Oct 2022

      [8]

  3. Q3

    1. a)

      Explain Alexnet architecture as per its layer.

      [5]
    2. b)

      Explain types of pooling with example.

      [5]
    3. c)

      Enlist and explain layers of CNN.

      [5]

  4. Q4

    1. a)

      Explain CNN architecture also explain functions of Hidden Layers.

      [7]
    2. b)

      What is convolution operation ? Explain circular and discrete convolution operation? eeee

      [8]