Linear Models for Regression — Applied Machine Learning in Python

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np.sum(np.abs(grid.best_estimator_.coef_) > 1e-10)
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We can also compute the number of non-zero coefficients of the best model found

https://amueller.github.io/aml/02-supervised-learning/05-linear-models-regression.html