Neuro Platform: ML Developers Forum

[01.09.2019] Determined AI

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

Overview procedure description

Product website

Developer experience - 2

  • Project template - YES
  • Tutorials - YES
  • Remote debugging - NO (Cannot find)
  • 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 - YES/NO

East to start. But need to follow DetermindeAI Trial Interface. https://docs.determined.ai/latest/pytorch.html#pytorchtrial-interface.

Cannot train GAN or RL for example.

Data Ingestion - 2

  • Uploading data to the platform - S3 interface
  • Making data available for training- S3 interface

AI starter kits - 3

  • Vision - YES
  • Language - YES
  • Recommendation - NO (easy to add)
  • Speech - NO (easy to add)

Because it has a lot of examples.

Collaboration - 3

  • …with engineers - Share checkpoint
  • …with non-engineers - Jupyter notebook
  • Dataset and environments sharing - S3/Templates for experiments

Bring your own cloud - 3

Can be installed on bare metal or Kubernetes.

  • AWS - YES
  • GCP - YES
  • Azure - YES

Enterprise-ready - 2

  • Audit logs - YES
  • Single sign-on - YES/NO
  • Reporting - YES/NO
  • Role-based security - YES/NO

Notes:

Final score - 16