100 Days of MLOps· day 25 of 100
DAY 25MLOps

Reproducing & Comparing Runs with DVC

Day 25 of 100 Days of MLOps. A pipeline you can re-run is good; a pipeline you can experiment with is better. Move your settings into params.yaml, make your DVC pipeline depend on them, then change a parameter and let dvc repro rebuild only what's affected — while dvc params diff and dvc metrics diff show you exactly how the change moved your scores. Reproducible experimentation. Runs 100% locally on any OS.

Jul 9, 2026 8 min read1.5k words

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