3 items tagged with "reproducibility"
Versioning datasets, models, and ML pipelines alongside code so experiments are reproducible, using Git for metadata and external storage for large files.
Code that runs only in a developer's local setup because of undeclared dependencies and environment assumptions, then fails everywhere else.
A lockfile records the exact, resolved version of every dependency in a project — direct and transitive — so installs are reproducible and the true dependency set is auditable.