CentML Workshop @ Vector Institute

This workshop features three main topics:

  • how to select the best hardware configurations for your workload with minimal effort.
  • how to optimize your PyTorch training and inference pipelines with system level optimizations.
  • how to visualize and analyze the training performance of your model with an interactive profiling tool embedded in your code editor.

We cover these topics by optimizing a real-life image classification example. We show that by using a combination of tools and techniques, we can improve the performance by almost 10x with little to no convergence impact. For the best experience, participants are encouraged to bring their own laptop with Visual Studio Code server hosted on Vector’s cluster, or simply bring a laptop and use VM’s provided by CentML.

February 10, 2023
11:00AM-12:30PM EST

Vector Institute for Artificial Intelligence
661 University Ave, Suite 710
Toronto, Ontario, Canada
M5G 1M1

CentML Workshop at Vector Institute

This repository contains the artifacts for the workshop that CentML team ran at the Vector Institute on Feb 10th, 2023.

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