"Projit: An Open Source Python Tool for Decoupled Data Science"
summary
Projit is an open source python package that actually manages project metadata — datasets, experiments, executions, hyperparameters and results — with a local store that can live with code and be queried from a CLI. The presenter demonstrates working commands (status, list, register, finish), generation of execution IDs and recorded metrics like mean runtime, a CLI inspired by UNIX and git, templated project initiation, and concrete use in scientific papers enabling cross‑project meta‑analysis.
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chapters (7)
- 0:00Introduction
- 0:47Decoupled data science motivation
- 3:57Projit design
- 6:26Metadata store and decoupling
- 7:29Live Projit CLI demo
- 9:39Projit as Python package
- 10:23Conclusion
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