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mlaide's Introduction

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MLAide

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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

mlaide's People

Contributors

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Forkers

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