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In this short clip, we quickly show how the Mean Squared Error (MSE) becomes a clean matrix expression, why it forms a convex “bowl-shaped” surface, and how we use gradients to find the optimal weight vector w. If you want the full step-by-step derivation and visual intuition, check out the full lecture linked on my channel ...
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