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Introduction to Deep Learning and Generative AI · Quiz 1 · 15 Mar 2026 · January 2026 term · Set 1

Question 23: Consider the following fixed neural network implemented …

Question 23

+2 marksOne or more correct options

Consider the following fixed neural network implemented in PyTorch.

Loss function used:

Based on the above data, answer the given subquestions.

Consider the following fixed neural network implemented in PyTorch.
Consider the following fixed neural network implemented in PyTorch.

Based on the hidden-layer weights and the output-layer weights, which of the following statements are correct?

Select all that apply.

  1. A

    Hidden neuron 0 produces larger activations when .

    Hidden neuron 0 produces larger activations when .
  2. B

    Hidden neuron 0 produces larger activations when .

    Hidden neuron 0 produces larger activations when .
  3. C

    Hidden neuron 1 produces larger activations when .

    Hidden neuron 1 produces larger activations when .
  4. D

    If the predicted class is 1, then the hidden neuron 0 is highly activated.

    If the predicted class is 1, then the hidden neuron 0 is highly activated.
  5. E

    If the predicted class is 0, then the hidden neuron 0 is highly activated.

    If the predicted class is 0, then the hidden neuron 0 is highly activated.
  6. F

    If the predicted class is 0, then the hidden neuron 1 is highly activated.

    If the predicted class is 0, then the hidden neuron 1 is highly activated.
Show answer

Correct answers

  • A

    Hidden neuron 0 produces larger activations when .

    Hidden neuron 0 produces larger activations when .
  • C

    Hidden neuron 1 produces larger activations when .

    Hidden neuron 1 produces larger activations when .
  • D

    If the predicted class is 1, then the hidden neuron 0 is highly activated.

    If the predicted class is 1, then the hidden neuron 0 is highly activated.
  • F

    If the predicted class is 0, then the hidden neuron 1 is highly activated.

    If the predicted class is 0, then the hidden neuron 1 is highly activated.
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Question 23 of 25 in the IIT Madras BS Introduction to Deep Learning and Generative AI (Deep Learning and GenAI) Quiz 1 paper sat on 15 Mar 2026, in the January 2026 term (Introduction To Deep Learning And Generative Ai 15 Mar 26). It carries 2 marks.

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