Projects with similarity to composable-logs

ML pipeline deployment tools (part of MLOps) are now actively developed.

This list is not complete. Additions and corrections are welcome (eg here).

Open source projects

MLFlow 2.0

• Blog annoucement 6/2022
• Includes workflow (pipeline)-level reporting (similar as done in composable-logs)

ZenML

• Also includes support for running pipelines on Github actions compute infra, 6/2022 blog post. However, the setup seems to require cloud storage.
• https://zenml.io

SAME (Self Assembling Machine Learning Environments)

• Open source project to improve workflow for developing and deploying Jupyter notebooks. The SAME framework supports:

  • local notebook development with Jupyter notebooks;
  • easy deployment to production on various execution backends (like eg. Kubeflow, Azure functions, etc);
  • declarative configuration.

• Project presentation at Reinforce AI Conference 5/2022, Youtube (37 mins)

• https://sameproject.ml/

Other

Gitlab's MLOps initiative

• Gitlab is currently (7/2022) improving support for ML workflows.

  • This includes (plans for) better support for notebooks and per-repo MLFlow support.
  • Open source?

• GitLab MLFlow Integration - What Why and How, Youtube (8 mins)

• https://about.gitlab.com/handbook/engineering/incubation/mlops/