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CS 301 - Machine Learning

Prof. Williams - Lecture 14

34:12

“...so gradient descent works by iteratively adjusting the model parameters in the direction that reduces the loss function. Think of it as rolling a ball downhill toward the lowest point...”

33:45 - 34:12
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Gradient Descent: An optimization algorithm used to minimize a function by iteratively moving in the direction of steepest descent...

Study Note

Key concept: Gradient descent minimizes loss by adjusting parameters iteratively. Related: learning rate, convergence, local minima.

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