~/talk

"Projit: An Open Source Python Tool for Decoupled Data Science"

Talkat PyCon AU 2024 · 2024-11-22..11-26· [data-visualization, python]
links:none on file
slides:none on file

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.

AI-written summary · about

  1. 0:00Introduction
  2. 0:47Decoupled data science motivation
  3. 3:57Projit design
  4. 6:26Metadata store and decoupling
  5. 7:29Live Projit CLI demo
  6. 9:39Projit as Python package
  7. 10:23Conclusion
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