Skip to content

MLAide/MLAide

Repository files navigation

Web UI CI Webserver CI Quality Gate Status Quality Gate Status

MLAide

MLAide Logo

Purpose

Hi, we are ML Aide, and our purpose is to make model management a joy for you!

Key Benefits

ML Aide is designed and developed to be

  • Enterprise-ready: Identity, security and integrity as first class citizen
  • Diverse: Supports every ML Library for complete freedom
  • Transparent: Provided Open Source for maximum transparency
  • Independent: Runs on every Cloud platform or On-Premises for complete independence
  • Scalable: Scalable from single user to large enterprises and ready for growing demands
  • Effective: Accelerates MLOps for more focus on what really matters: Your Business

Key Features

Track all relevant information of your machine learning models with ML Aide to manage your model lifecycle from training to retirement.

  • Experiment Tracking: Track parameters, metrics and artifacts in your machine learning experiments that are organized through single runs.
  • Artifact Management: Attach artifacts like code, configs or models to your experiment runs and reuse them in your next run.
  • Experiment Lineage: Inspect your experiment with a visualized lineage representing the relationship between all runs and artifacts.
  • Model Staging: Put your models under version control and stage them to obtain transparency and reproducibility in your operations.
  • Run Evaluation: Evaluate your runs by viewing or comparing parameters and metrics to identify the best model for your machine learning product.
  • ML Library Integration: Raising amount of integrated machine learning libraries for convenient tracking of parameters, metrics and models.
  • Access Management: Manage access to your machine learning projects and collaborate with other members of your team.

Links