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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 10

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 6

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 […]

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About This Site

Welcome to my blog! My name is Ankur and I love to write about ML/AI algorithms and Cloud Computing technologies, as well as travel stories (see “Stories” section). I hope you find my blogs useful and enjoy reading them. Please leave a comment if you do!

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Other Machine Learning Posts
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