Conforme aumenta el uso de modelos de machine learning en las empresas, y se requiere continuamente estarlos enriqueciendo y generando experimentos para estimar el impacto de los cambios, requerimos de herramientas que nos apoyen para facilitar, automatizar y gestionar estas tareas. Presentado por: Ramón Valles

1. Version Control for
Machine Learning Projects
@mroutis

2. About me
- Name: Ramón Valles
- Handle: mroutis
- Work: Software developer
- Company: iterative.ai
@mroutis

3. Iterative AI
Time
&
Effort
@mroutis
(Data Version Control)

4. Why versioning is important?
@mroutis

5. Datasets evolve over time
@mroutis

6. Different models
@mroutis
https://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html

7. “Yea, we have version control”
@mroutis
https://www.reddit.com/r/ProgrammerHumor/comments/63rcvc/yea_we_have_version_control/

8. How do we identify each version?
@mroutis

9. https://www.reddit.com/r/ProgrammerHumor/comments/99a9k8/version_control
@mroutis

10. Manual work is error prone.
@mroutis

11. Is versioning data / models enough?
@mroutis

13. Reproducibility Crisis
“I was recently chatting to a friend whose startup’s
machine learning models were so disorganized...
training the same model get different results!”
- Peter Warden (2018)
https://petewarden.com/2018/03/19/the-machine-learning-reproducibility-crisis/
@mroutis

14. @mroutis

15. What have been done
so far to address this?
@mroutis

16. @mroutis
Tracking experiments

17. Manual work is error prone.
@mroutis

18. @mroutis
Pipelines

19. - Chain processes together
- Reproduce in the correct order
- Make it easier to return to old work
- The output of one stage is the input of the next on
@mroutis
Pipelines

20. How does DVC address this problems?
@mroutis

21. @mroutis

22. @mroutis
Versioning with DVC

23. @mroutis
Pipelines with DVC

24. @mroutis

25. @mroutis
Experiment Tracking with DVC

26. @mroutis
Reproduce experiments

27. @mroutis
Collaborate

28. Want to learn more?
- Check out docs: https://dvc.org/doc
- Chat with us: https://dvc.org/chat
- Contribute on GitHub: https://github.com/iterative/dvc
- Follow us on Twitter: @DVCorg
@mroutis

29. Thanks for listening!
@mroutis
Thanks for Listening - Chris Thile

30. Thanks for the invitation!