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is the hypotenuse of the triangle formed by the values of the X and Y axes —the familiar c = sqrt(a² + b²). Extrapolating from that to a higher-dimensional space, this becomes the square root of the sum of all of the squared values of the vector. How is Ridge Regression derived from the L2 norm? At