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imagehttps://confluence.arizona.edu/download/attachments/195077274/circuits-1422928.jpg?api=v2
actionTitleInteractive Exercises
actionUrlhttps://ua-researchcomputing-hpc.github.io/Intro-to-Machine-Learning/
titleMachine Learning on HPC


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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/



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Table of Contents



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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.

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idpython-training
labelMachine Learning in Python
titleMachine Learning in Python


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idPython Training Materials


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title-oldClick here for to see a PDF of the Python ML slides
idpython_pdf
labelWorkshop PDF
titleClick here for to see a PDF of the Python ML slidesWorkshop PDF

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nameIntro to AI ML.pdf
height250


Card
title-oldClick here for a video presentation of our workshop
idpython_video
labelVideo Presentation
titleClick here for a video presentation of our workshopVideo Presentation

Multimedia
nameML-HPC.mp4


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title-oldClick image for our interactive guide
idpython_interactive
labelInteractive Guide
titleClick image for our interactive guideInteractive Guide






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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.  

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idMachine learning R training


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labelPDF Presentation
titlePDF Presentation


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nameML-with R.pdf
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labelVideo Presentation
titleVideo Presentation

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nameIntroToMLWithR.mp4
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idpresent_ppt
labelPowerPoint Presentation
titlePowerPoint Presentation


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nameML-with R.pptx
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