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ML Foundations: Gradient Descent and Optimization

Foundational quiz on gradient descent updates, learning rates, stochastic variants, loss functions, and regularization.

10 questionsEstimated 40 min0 flagged

Session status

Draft

Question 1

1 point(s)

What is the standard gradient descent update rule?

Choose the correct parameter update.

w \leftarrow w - \eta \nabla f(w)

w \leftarrow w + \eta \nabla f(w)

w \leftarrow \nabla f(w) - w

w \leftarrow f(w) / \eta