kubeflow / arena

A CLI for Kubeflow.
Apache License 2.0
720 stars 176 forks source link

Add support for model management #1059

Closed ChenYi015 closed 3 months ago

ChenYi015 commented 3 months ago

Model management is an important aspect of the machine learning lifecycle, and currently, the Arena CLI tool lacks support for model management features. [MLflow](https://github.com/mlflow/mlflow) is an open source platform dedicated to managing machine learning lifecycles, with the MLflow Model Registry component acting as a centralized model store, providing a set of APIs, and a UI, to collaboratively manage the full lifecycle of an MLflow Model. It would be meaningful for Arena to support some form of model registry, and MLflow stands out as a good choice. Below are some examples: