Introduction to Data Versioning with DVC
Ravi Bhadauria
Machine Learning Engineer
pip install dvc
dvc init
.dvcignore
to control file patterns to trackdvc add
.dvc
filesdvc remove
, clean with dvc gc
dvc remote add
, list using dvc remote list
dvc push
and dvc pull
Anatomy of the dvc.yaml
file
dvc stage add
to add stagessteps
, commands
, dependencies
, params
, and outputs
metrics
and plots
keysVisualize and run DAG
dvc dag
dvc repro
Show and compare metrics and plots
dvc plots show
and dvc metrics show
dvc plots diff
and dvc metrics diff
Introduction to Data Versioning with DVC