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MLOps Academy · Lesson

Capture the Full Run Config

Save environment and config so a run is fully reproducible.

Pins Are Only Half the Story

You pinned packages and seeds, but a run also has knobs like learning rate and batch size. Capture the full run config too. 🗂️

Stop Hardcoding Values

Numbers buried inside code are invisible later. Pull every tunable knob into one config you can read at a glance.

All lessons in this course

  1. Pin Dependencies with requirements.txt
  2. Isolate Projects with Virtual Environments
  3. Seed Randomness for Repeatable Runs
  4. Capture the Full Run Config
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