/mlops

MLOps pipeline using Docker Compose

Primary LanguageDockerfile

#MLOps

I have an ML lab environment at home that I'm converting to something with better MLOps standards

WORK IN PROGRESS

Insert tacky animated gif of a construction worker here

Goals

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

Requirements