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Why does the Linear Regression Loss Function L(w0, w1) always form a perfect Convex Bowl (paraboloid) in 3D space? We show that when the equation is expanded, the highest power terms, w1 squared and w0 squared, both have positive coefficients (the mean of x squared and 1, respectively). This is the key to convexity! You can also prove this ...
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