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coefficient estimates βˆR values such that they minimize the following loss function: where λ (lambda, which is always positive, ≥ 0) is the tuning parameter or the penalty parameter, and as can be seen from this formula, in the case of the Ridge, the L2 penalty or L2 norm is used. In this way,