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Explain the statistical assumptions leading to the residual sum of the squares model, Ridge, and Lasso. Describe the distributions involved in each regularization approach (Gaussian

Explain the statistical assumptions leading to the residual sum of the squares model, Ridge, and Lasso. Describe the distributions involved in each regularization approach (Gaussian and Laplace).

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