Machine Learning on HPC

Owned by chrisreidy@arizona.edu
Last updated: Dec 11, 2023 by sarawillis@arizona.edu

About

We see a lot of growth in the use of Machine Learning and Deep Learning across many domains. We provide two workshops, one in Python and the other in R, that provide some basic ML information and some hands-on exercises. Once you have an HPC account you can use our Jupyter notebooks or RStudio. You can also do the exercises on your laptop. We can also bring these to department meetings.

There are many courses you can take online if you want to increase your knowledge of Machine Learning or Deep Learning.  Here is a popular one:

https://course.fast.ai/

Contents

Machine Learning in Python

This short training class provides a brief introduction to key concepts of machine learning.  The short lecture will be followed by two hands-on examples that emphasize running a Jupyter notebook on the HPC supercomputers. For the presence workshop you can stick around and use this as a consulting session.

 Machine Learning in Python
 Workshop PDF

 Video Presentation

 Interactive Guide

Machine Learning in R

This short training class provides a brief introduction to key concepts of machine learning It's a little different from the above one even considering the focus on R instead of Python.  The short lecture will be followed by two hands-on examples that emphasize using RStudio on the HPC supercomputers.  You can use RStudio on your laptop if you prefer.  

 PDF Presentation


 Video Presentation

 PowerPoint Presentation