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Accelerating ML Prototyping The Pythonic Way

Talkat PyBay 2024 · on Saturday, 2024-09-21· [python, machine-learning]
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Meta runs an internal Jupyter distro Bento that adds scheduled notebooks for recurring reports, persistent sessions and notebook recovery so long-running executions resume after disconnects, and one‑click cross-platform debugging between VS Code and notebooks. A portable “k” virtual environment surfaces GitHub workflows inside the monorepo while conda handles dependency isolation, telemetry, error and vulnerability tracking. The team reports these changes cut prototyping friction and is experimenting with using k as a notebook/kernel bridge to push research environments closer to production.

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