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MLOps Academy · Lesson

Roll Back to an Earlier Dataset

Use dvc checkout to reproduce a past data state.

Why Roll Back at All

Sometimes a new dataset hurts your model, or you need the exact data from last month's experiment. DVC lets you travel back to any past version.

Git Holds the History

Each data version is captured by a committed .dvc file. So your data history lives right inside your normal Git commit history.

git log --oneline data/train.csv.dvc

All lessons in this course

  1. Why Git Alone Cannot Version Data
  2. Initialize DVC and Track a Dataset
  3. Push Data to Remote Storage
  4. Roll Back to an Earlier Dataset
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