practical tips for managing ml dl experiments

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?


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

  2. Introduction

  3. What is this talk about? ● ● ● ●

  4. What is this talk about? ● ● ○ ○ ● ○ ○

  5. What is this talk about? ● ○ ○ ○

  6. Implementation Phase

  7. What we should do What we do ● ● ● ● ● ● ● ●

  8. Guidelines Clean code ● ○ ■ ■ ■ Backup/version monitoring: ● Use git ○

  9. Case study: A-GEM https://github.com/facebookresearch/agem/

  10. Running/Reporting Phase

  11. What we should do What we do ● ● ● ●

  12. Example: Hyper-param tuning

  13. Experiment management with comet.ml

  14. Vast.ai for GPU machines

  15. Final Tips

  16. Final Tips ● ○ ○ ● ○ ○ ○ ●

  17. Thank You! Contact: seyediman.mirzadeh@wsu.edu

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