Experiment Tracking & Reproducibility
Run metadata, seeds and determinism, environment capture, and what it takes to rebuild a result a year later.
5concepts
60flashcards
35minutes of reading
- 01 Environment Capture and Pinning Why a requirements file does not describe an environment, the layers below Python that also move, and the tradeoff between reproducibility and being able to patch a vulnerability.
- 02 Run Metadata and What to Record The minimum set of facts that makes a training run comparable and rebuildable a year later, why metrics are the least important part, and the discipline that makes tracking survive contact with a deadline.