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Computer Architecture

Speeding up Shapley value computation using Ray, a distributed computing system

October 5, 2020 ankur6ue 0

This post shows how to set up a local Ray cluster consisting of several Ubuntu workstations connected over a home WiFi network and running a Directed […]

Distributed data parallel training using Pytorch on AWS

April 4, 2019 ankur6ue 5

In this post, I’ll describe how to use distributed data parallel techniques on multiple AWS GPU servers to speed up Machine Learning (ML) training. Along […]

Pipelining data processing and host-to-device data transfer

February 16, 2019 ankur6ue 0

The purpose of this post is to show how to use multi-threading to parallelize data processing with data transfer from pageable to page-locked memory. I […]

Understanding Matrix Multiplication on a Weight-Stationary Systolic Architecture

July 30, 2018 ankur6ue 5

If you follow the hardware for deep learning space, you may have heard of the term “systolic array”. A 2D systolic array forms the heart […]

Understanding Roofline Charts

July 26, 2018 ankur6ue 4

The purpose of this post is to discuss my current understanding of roofline charts. Let me lay some background first. Before I got into machine […]

Recent Posts

  • Deploying Ray on a local kubernetes cluster
  • Speeding up Shapley value computation using Ray, a distributed computing system
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  • Building a Information Retrieval system based on the Covid-19 research challenge dataset: Part 3
  • Building a Information Retrieval system based on the Covid-19 research challenge dataset: Part 2

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Other Machine Learning Posts
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    Deploying Ray on a local kubernetes cluster

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