Neuro Platform: ML Developers Forum

[01.09.2019] Amazon SageMaker

Disclaimer: This overview describes the state of the platform on September 1, 2019.

Overview procedure description

Platform website

Developer experience - 1

  • Project template - YES
  • Tutorials - YES
  • Remote debugging - NO
  • Hyper-parameter search - YES
  • CLI, API, Browser - YES

ML environments extensibility - 1

  • Pre-defined environments - YES
  • Bring your frameworks - NO
  • Integrate open source and commercial ML tools - NO

Data Ingestion - 3

  • Uploading data to the platform - S3 and all AWS products
  • Making data available for training - S3 and all AWS products

AI starter kits - 3

  • Vision - YES
  • Language - YES
  • Recommendation - YES
  • Speech - YES

Collaboration - 3

  • …with engineers - Share S3
  • …with non-engineers - Jupyter notebook
  • Dataset and environments sharing - SDK

Bring your own cloud - 1

  • Only AWS

Enterprise-ready - 3

  • Audit logs - YES
  • Single sign-on - YES
  • Reporting - YES
  • Role-based security - YES

Final score - 15