DVC Pipeline & Reproducibility

Each pipeline stage is registered using dvc stage add, defining:

• Dependencies (code and data)

• Outputs

• Parameters

Once defined, the entire workflow can be reproduced using:

dvc repro

DVC tracks:

• Intermediate datasets

• Trained models

• Evaluation metrics

This guarantees that results are reproducible across machines and time.