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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 runs on Python 2.X and 3.X and 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 create_config

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.

Project details


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Filename, size & hash SHA256 hash help File type Python version Upload date
modeldb-0.0.1a30.tar.gz (66.2 kB) Copy SHA256 hash SHA256 Source None Feb 8, 2018

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