Practical Tips for Managing ML/DL Experiments Iman Mirzadeh - - PowerPoint PPT Presentation

practical tips for managing ml dl experiments
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Practical Tips for Managing ML/DL Experiments Iman Mirzadeh - - PowerPoint PPT Presentation

Practical Tips for Managing ML/DL Experiments Iman Mirzadeh Disclaimer: The master theme for this presentation is borrowed and edited from DM theme. Introduction What is this talk about? What is this talk about?


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Practical Tips for Managing ML/DL Experiments

Iman Mirzadeh

Disclaimer: The master theme for this presentation is borrowed and edited from DM theme.

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Introduction

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What is this talk about?

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What is this talk about?

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What is this talk about?

○ ○

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Implementation Phase

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What we do

  • What we should do
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Guidelines

  • Clean code

○ ■ ■ ■

  • Backup/version monitoring:

○ Use git

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Case study: A-GEM

https://github.com/facebookresearch/agem/

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Running/Reporting Phase

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What we do

  • What we should do
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Example: Hyper-param tuning

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Experiment management with comet.ml

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Vast.ai for GPU machines

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Final Tips

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Final Tips

○ ○

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Contact: seyediman.mirzadeh@wsu.edu

Thank You!