A system to manage machine learning models
Project description
A python client for working with ModelDB machine learning management system.
This library makes it easy for users of the ModelDB ML management system to automatically catalog models built with scikit-learn.
ModelDB is an end-to-end system for managing machine learning models. It ingests models and associated metadata as models are being trained, stores model data in a structured format, and surfaces it through a web-frontend for rich querying. ModelDB can be used with any ML environment via the ModelDB Light API.
Quick start
Install
You can install it using pip directly from PyPI:
pip install modeldb
Custom Configuration
Once installed, you can create a custom syncing scheme setup by typing:
python -m modeldb
Unless an alternative syncing scheme is specialized, modeldb will use the packaged syncer.json defaults.
Use
This library requires a connection to a ModelDB server to work. You can see the getting started docs here.
Additional documentation on the light_api and scikit-learn client is also available.
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