Can you explain gradient descent?
Instruction: Describe the gradient descent algorithm and its role in machine learning.
Context: This question assesses the candidate's knowledge of optimization algorithms, specifically gradient descent, and its application in training models.
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The way I'd explain it in an interview is this: Gradient descent is the basic process of improving a model by repeatedly moving its parameters in the direction that reduces the loss...