Glmnet has quite a bit of functionality that is lacking in the Python elastic net implementations. The most notable is the regularization parameter sequence gri

Glmnet has quite a bit of functionality that is lacking in the Python elastic net implementations. The most notable is the regularization parameter sequence grid search (alpha in statsmodel, lambda in glmnet) which works remarkably well and can be orders of magnitude faster than a traditional grid search.