lightning¶ lightning is a library for large-scale linear classification, regression and ranking in Python. Highlights: follows the scikit-learn API conventions supports natively both dense and sparse data representations computationally demanding parts implemented in Cython Solvers supported: primal coordinate descent dual coordinate descent (SDCA, Prox-SDCA) SGD, AdaGrad, SAG, SAGA, SVRG FISTA Ex