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InsemFeb 20232019 patternBE Comp

Deep Learning (DL) SPPU Insem Question Paper Feb 2023

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
410251
Pattern
2019 pattern
Exam
Insem
Session
Feb 2023
Max. marks
30
Time
1 Hour
Semester
VIII
Paper code
[6010]-41

Printed for: B.E (Computer Engineering) (Insem)

Instructions to the candidates

  1. Answer Q1 or Q2, Q3 or Q4.
  2. Figures to the right indicate full marks.
  3. Neat diagrams must be drawn wherever necessary.
  4. Make suitable assumption whenever necessary.

Questions

  1. Q1

    1. a)

      Give co-relation between Artificial Intelligence, Machine Learning, and Deep Learning. Compare Deep Learning with Machine Learning.

      Also asked:Mar 2024

      [5]
    2. b)

      Define Deep Learning. Explain pros and cons of using Deep Learning.

      [5]
    3. c)

      Enlist and explain any four popular industrial tools used for Deep Learning.

      Also asked:Mar 2025 ·Mar 2024

      [5]

  2. Q2

    1. a)

      How Deep Learning works in three figures explain with example? Also explain common architectural principles of Deep Network.

      Also asked:Mar 2025 ·Mar 2024

      [5]
    2. b)

      Write Short Note on: Under and Over fitting regularization.

      [5]
    3. c)

      Explain various limitations of Machine Learning.

      [5]

  3. Q3

    1. a)

      What is a Perceptron? What are the steps involved for training a Perceptron in Deep Learning?

      Also asked:Mar 2025

      [5]
    2. b)

      Enlist Activation functions used in Deep Neural Network. Explain any two of them in detail.

      Also asked:Mar 2025

      [5]
    3. c)

      Write Short Note on: Hyper parameters used in Neural Network.

      [5]

  4. Q4

    1. a)

      Explain how a Neural Networks can be trained with Back propagation and Forward propagation methods.

      Also asked:Mar 2025

      [5]
    2. b)

      Define Loss functions used in Deep Neural Network. Enlist and Explain any two of them in detail.

      Also asked:Mar 2025

      [5]
    3. c)

      This part has equations that don’t show as text. Open the PDF to read it.

      [5]