Skip to content

Deep Learning (DL) important questionsMost repeated in SPPU papers

These 26 questions appeared in more than one SPPU Deep Learning paper we have: 9 papers, from Feb 2023 to Nov 2025. The most-asked come first. Each one links to the papers it was asked in.

All DL papers and notes

Repeated questions

Endsem questions (19)

  1. 5×asked

    Explain the following Term : i) Deep Belief Network ii) Deep Generative Model

    Nov 2025 ·May 2025 ·May 2024 ·Nov 2023 ·May 2023

  2. 4×asked

    How can the game of Tic-Tac-Toe be formulated as a reinforcement learning problem? ♦♦♦

    Nov 2025 ·May 2025 ·Nov 2023 ·May 2023

  3. 4×asked

    What is a Markov Decision Process (MDP)? Define its components. 3

    Nov 2025 ·May 2025 ·Nov 2023 ·May 2023

  4. 4×asked

    Explain pooling layers and its type.

    May 2025 ·May 2024 ·Nov 2023 ·May 2023

  5. 4×asked

    Explain how dynamic programming algorithms, such as policy iteration and value iteration, are used in reinforcement learning.

    Nov 2024 ·May 2024 ·Nov 2023 ·May 2023

  6. 3×asked

    Explain deep reinforcement learning.

    May 2025 ·Nov 2023 ·May 2023

  7. 3×asked

    Explain recursive neural network.

    May 2025 ·Nov 2023 ·May 2023

  8. 3×asked

    What are the challenges of reinforcement learning?

    May 2025 ·Nov 2023 ·May 2023

  9. 2×asked

    Explain any Seven Challenges of Long-Term Dependencies?

    Nov 2025 ·May 2025

  10. 2×asked

    Explain all the features of pooling layer.

    May 2025 ·May 2023

  11. 2×asked

    Explain local response Normalization.

    May 2025 ·Nov 2023

  12. 2×asked

    Explain working of Convolution Layer.

    May 2025 ·May 2023

  13. 2×asked

    Explain Convolution Neural Networks with Diagram.

    Mar 2025 ·May 2023

  14. 2×asked

    What is a Generative Adversarial Network (GAN), and how does it work?

    Nov 2024 ·May 2023

  15. 2×asked

    Explain Dropout Layer in Convolutional Neural Network.

    May 2024 ·May 2023

  16. 2×asked

    Explain in brief Encoder Decoder architecture.

    May 2024 ·May 2023

  17. 2×asked

    State and explain different types of GAN.

    May 2024 ·Nov 2023

  18. 2×asked

    Explain ReLU Layer and its advantages.

    Nov 2023 ·May 2023

  19. 2×asked

    Write Short Note on Q Learning and Deep Q-Networks.

    Nov 2023 ·May 2023

Insem questions (7)

  1. 3×asked

    Enlist and Explain any five popular industrial tools used for Deep Learning

    Mar 2025 ·Mar 2024 ·Feb 2023

  2. 3×asked

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

    Mar 2025 ·Mar 2024 ·Feb 2023

  3. 2×asked

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

    Mar 2025 ·Feb 2023

  4. 2×asked

    Explain Bias-Variance Tradeoff.

    Mar 2025 ·Mar 2024

  5. 2×asked

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

    Mar 2025 ·Feb 2023

  6. 2×asked

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

    Mar 2025 ·Feb 2023

  7. 2×asked

    Give Co-relation between Artificial Intelligence, Machine Learning, and Deep Learning. Compare Supervised and Unsupervised Learning.

    Mar 2024 ·Feb 2023

Questions count as repeated when their wording matches closely across papers. Numericals that depend on a figure are left out, since the figure changes from paper to paper.