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coefficient estimates. When λ = 0, the penalty term has no effect, and the ridge regression will produce the ordinary least squares estimates. However, as λ → ∞ (gets very large), the impact of the shrinkage penalty grows, and the ridge regression coefficient estimates approach to 0 . Image Source: