2024-02-20 19:49:27 -08:00
|
|
|
|
|
|
|
|
Right now this is just a scratchpad. I'm converting my messy ML lab environment to something with better MLOps standards
|
|
|
|
|
|
2024-02-20 20:09:32 -08:00
|
|
|
Broadly, the goals are:
|
|
|
|
|
- Local dev environment that's as similar as possible to production
|
|
|
|
|
- A managed Jupyter Lab environment for experimentation
|
|
|
|
|
- Do something sensible with features and feature extraction
|
|
|
|
|
- A good mockup of an operationalized model
|
|
|
|
|
- CI/CD pipeline with local access to test/verification
|
|
|
|
|
|
|
|
|
|
|
2024-02-20 19:49:27 -08:00
|
|
|
## Requirements
|
|
|
|
|
|
|
|
|
|
- docker
|
|
|
|
|
- https://github.com/NVIDIA/nvidia-container-toolkit
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|