Fractional ridge regression: a fast, interpretable reparameterization of ridge regression | GigaScience | Oxford Academic
https://academic.oup.com/gigascience/article/9/12/giaa133/6011381Ridge regression, but with the main hyperparameter reparametrised to [0,1], so you can do a sensible search over the whole range!
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