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Future Blog Post

less than 1 minute read

Published:

This post will show up by default. To disable scheduling of future posts, edit config.yml and set future: false. I’ll probably talk about my GATE experience here.

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Matrix Multiplication

M.Tech. Project, IISc, 2021

Part of requirement for the course E0243: Computer Architecture

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talks

HyCache: Hybrid Caching for Accelerating Input Preprocessing Pipelines in DNN training

Published:

End-to-end deep neural networks’ (DNNs) training performance depends not only on the time spent in training the model weights but also on the time spent in loading and preprocessing the training data. Recent advances in GPU hardware have made training substantially faster. As a result, the bottleneck has shifted to the CPU-based input pipeline. This pipeline must fetch and transform each sample through multiple stages before it can be consumed by the GPU.