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ML Models and Dataset Versioning
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Kurian Benoy
October 13, 2019
Programming
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ML Models and Dataset Versioning
Kurian Benoy
October 13, 2019
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Transcript
ML MODELS AND DATASET VERSIONING Kurian Benoy
$ WHOAMI Open source contributor FOSSASIA OpenTechNights Winner Kaggle Expert
in Kernels
$ WHOAMI Open source contributor FOSSASIA OpenTechNights Winner Kaggle Expert
Final Year BTech student @MEC
OUTLINE Start up Adventures Challenges Model and Dataset versioning How
I discovered DVC? Use case: Versioning dogs and Cats Conclusion
Startup Adventures
CHALLENGE 1: ML IS SLOW
CHALLENGE 2: WORKING WITH ML PROJECTS Most software products take
a few seconds to execute. $ git clone project-repo $ pip install -r requirements.txt
None
CHALLENGE 3: METRIC DRIVEN
CHALLENGE 4: NOT ABLE TO USE GIT git not suitable
for projects > 1GB git clone becomes slow
MODEL VERSIONING
TRACKING EXPERIMENTS TRACKING METRICS
Why Model Versioning? > To keep track of experiments >
Choose the best ideas >> EXPERIMENTS = CODE + OUTPUTS Models are outputs
DATASET VERSIONING
None
4 TB/day
None
Why Dataset management? > Moving Datasets around > Datasets evolve,
so versioning required >> EXPERIMENTS = CODE + DATA + OUTPUTS Source code, Datasets
HOW I DISCOVERED DVC
DATA VERSION CONTROL(DVC)
> Experiment and Dataset tracking > Open-source(3500+ stars) > Build
to adopt the best practises of ML > Works well with git > Language and framework agnostic
VERSIONING CATS & DOGS
DEMO TIME
DVC WORKFLOW
Tracking data 1 Tracking 1000 cats and dogs 2 Add
1000 more labelled images of cats & dogs
SWITCHING VERSIONS
CONCLUSION
"Data science as different from software as software was different
from hardware." Nick Elprin, CEO, DominoLabs.
Think about your processes(ML projects)
Think about your processes Try to version control for your
projects
Try it out in your ML project!
THANK YOU Twitter: kurianbenoy2 Email : kurian.bkk@gmail.com Speaker Deck: bit.ly/mlversion19
APPENDIX
Other Tools for versioning ML Flow - Tracking Models, Metrics
Git-LFS - Tracking Large files Jovian - JupyterNB based tracking Neptune.Ml Hangar Py - Versioning Tensor Data