MLops
2025
2023
MNIST training starter kit with Ray, Lightning and PyTorch
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Some time ago, I shared a starter kit for reinforcement learning research with Ray and RLlib. The following is a productive tech stack for doing deep learning research.
2022
2021
How to increase GPU training throughput
This is a guide for increasing GPU training throughput given a batch of training run, as opposed to increasing instantaneous throughput for one training run. Obviously, doing the latter can increase training throughput, but that is not in the scope of this guide.