Intermediate Artificial Intelligence & Machine Learning
Q55 / 100

What is gradient clipping?

Correct! Well done.

Incorrect.

The correct answer is B) Limiting the gradient magnitude to a maximum threshold to prevent exploding gradients, especially in RNN training

B

Correct Answer

Limiting the gradient magnitude to a maximum threshold to prevent exploding gradients, especially in RNN training

Explanation

Exploding gradients: gradient norm grows exponentially in deep/RNN networks. Gradient clipping: if ||g|| > threshold, g = g * threshold/||g||. Essential for training RNNs and very deep networks.

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55/100