Consider four training experiments, each involving a neural network trained on the same dataset for 50 epochs using gradient descent. The loss curves for these models are shown below. The model obtained at the end of 50 epochs is retained in each of the four cases. The solid curve is the training loss and the dashed curve is the validation loss. Four plots of loss versus epochs (solid and dashed curves) for models M1, M2, M3, M4 Now consider these four statements.\ (A) Learning rate used is too high\ (B) Low bias and high variance\ (C) Low bias and low variance\ (D) High bias and low variance\ Choose the most appropriate pairing of models with the statements.

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(C) Option figure from the original question paper

(D) Option figure from the original question paper

Deep Learning · Quiz 2 · 3 Aug 2025 · May 2025 term

Question 1: Consider four training experiments, each involving a neur…

Question 1

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Consider four training experiments, each involving a neural network trained on the same dataset for 50 epochs using gradient descent. The loss curves for these models are shown below. The model obtained at the end of 50 epochs is retained in each of the four cases. The solid curve is the training loss and the dashed curve is the validation loss.

Now consider these four statements.
(A) Learning rate used is too high
(B) Low bias and high variance
(C) Low bias and low variance
(D) High bias and low variance
Choose the most appropriate pairing of models with the statements.

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Question 1 of 16 in the IIT Madras BS Deep Learning (Deep Learning) Quiz 2 paper sat on 3 Aug 2025, in the May 2025 term (IIT M DEGREE AN EXAM QDB2 03 Aug 2025). It carries 3 marks.

Question 1: Consider four training experiments, each involving a neur…

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