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Fit Ridge, Lasso and ElasticNet with a range of alpha; plot coefficient paths; use penalty='l1'/'l2' in logistic regression. Concepts: L2 shrinkage; L1 sparsity (feature selection); Elastic Net mix Project A: L1 logistic regression: which features survive at C = 0.05? Compare with the EDA consensus shortlist. Project B: Ridge on many correlated lag/weather features; Lasso path shows which lags matter.