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Published 20 hours ago • verified publisher icon angadgill
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Parallel implementation of Stochastic Gradient Descent using SciKit-Learn library in Python.

Parallel-SGD

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

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Metadata

Parallel implementation of Stochastic Gradient Descent using SciKit-Learn library in Python.

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