The Federated Learning Platform

Leverage distributed data for machine learning without the cost and risk of pooling data.

Scaleout brings federated learning to MLOps. Our software platform lets you develop AI solutions for Fleet AI, smart manufacturing, medical diagnostics and more, without data centralisation.

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Clients & Collaborations

Unlock private, distributed data in machine learning

A key challenge in AI  is access to diverse data in large enough quantities.

By leveraging data distributed over many sites or devices better predictions can be achieved.

Scaleout lets you develop AI solutions without the security risk and engineering cost of centralising data and predictions.

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  • Access more diverse data
    Enable collaboration between organisations and subsidiaries by removing regulatory barriers to data access.

  • Reduce latency and cost in EdgeAI Access data and make predictions directly on edge nodes and devices. Avoid costly data transfers to a central cloud.

  • Improve data privacy and security
    Federated Learning  reduces risks in AI  by removing the need for copying and moving datasets.

Vendor and framework agnostic solutions
Integrate with leading data science tools and OEMs
Scaleout Studio - flexible FLOps
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Partner with Scaleout and get on top of an increasingly distributed data landscape in AI:

  • Regulatory requirements increasingly limit sharing data across borders and between organizations and subsidiaries.
  • Privacy and personal integrity is becoming a key focus in sustainable AI. This is a good thing, but it impacts any AI efforts involving personal data.
  • The cloud is becoming more and more distributed. AI is moving to the edge and the majority of data in Industry 4.0 applications will need to be processed where it is created.
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FEDn: open sourcefederated learning

Get started developing FL solutions today using our open source framework FEDn. Develop solutions for computer vision, NLP, fraud detection and more, with world-leading scalability and resilience.

Apache2 with community support.
Use Tensorflow, Torch, sklearn, or any machine learning framework.
A clear upgrade path to production and SaaS with Scaleout Studio.
   GitHub

Join the conversation!

The Scaleout community is focused on decentralized AI and federated learning.

Our focus is on solving decentralized AI problems using the open source project FEDn, but other related projects and subjects are also discussed.

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