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Problem 20 - Olympiad
Which of the following regularization methods adds a penalty proportional to the square of the magnitude of coefficients?
A. Lasso
B. Ridge
C. Dropout
D. Early stopping
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Correct: B
Ridge regression adds λΣw² to the loss, shrinking weights smoothly and reducing model variance.