Quiz Space

Deep Learning · Quiz 2 · 23 Nov 2025 · September 2025 term

Question 9: Consider a fully connected neural network as follows: •\ …

Question 9

+2 marksOne or more correct options

Consider a fully connected neural network as follows:

•
One input neuron
•
A single hidden layer with two neurons
•
One output neuron.
The network uses the ReLU activation function in both the hidden and output layers. The loss function used is the squared error:

where
is the true target and
is the network output.

Let the initial weights of the network be
.
Based on the above data, answer the given subquestions.

Choose the option which can represent the loss for single input data.

Select all that apply.

  1. A

    , if

  2. B

    , if

  3. C

    , if

  4. D

    None of these

Show answer

Correct answers

  • A

    , if

  • C

    , if

Question 9 of 15 in the IIT Madras BS Deep Learning (Deep Learning) Quiz 2 paper sat on 23 Nov 2025, in the September 2025 term (IIT M IMPROVEMENT AN EXAM QIA2 23 Nov 2025). It carries 2 marks.

More questions from this paper

  1. Q1Figure question
  2. Q2Consider a neural network as shown in the figure with 2 input neurons, a hidden layer with 2 neurons (ReLU), and 1 outp…
  3. Q3Which of the following statements are true about a Convolutional (CONV) layer?
  4. Q4Which of the following optimizers adapts the learning rate for each parameter during training?
  5. Q5Which of the following techniques can be used to reduce model overfitting?
  6. Q6Why is bias correction needed in the Adam optimizer?
  7. Q7After training a linear regression model on a large training set of size\ , it achieves a training error of\ . Analysis…
  8. Q8Consider an Inception module in GoogLeNet with an input feature map of size\ . The module has four branches: •\ Branch …
  9. Q10Consider a fully connected neural network as follows: •\ One input neuron\ •\ A single hidden layer with two neurons\ •…
  10. Q11Consider a fully connected neural network as follows: •\ One input neuron\ •\ A single hidden layer with two neurons\ •…
  11. Q12What will be the input to the Pooling Layer.
  12. Q13Find the output after average pooling. Answer correct up to 2 digits after the decimal.
  13. Q14If\ , compute\ and submit the answer correct up to 2 digits after the decimal
  14. Q15If\ , compute\ . where\ is the top left element of the filter. Submit the answer correct up to two digits after the dec…