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As you are using Hogwild! for the multicore SGD implementation, it would perhaps be interesting to investigate whether you can speed up the optimization with
- AsySVRG (https://arxiv.org/abs/1508.05711)
- ASAG (https://arxiv.org/abs/1606.04809)
ps nice project you have there 👍
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