Parallel implementation of Stochastic Gradient Descent using SciKit-Learn library in Python.
Please see Benchmark notebook for characterization of 5 techniques showing their speed-up and accuracy. PSGD5, based on 'Hogwild!', performs the best with no loss of accuracy.
This project is a work-in-progress for a feature request on SciKit-Learn: #1174