Our verdict
We have not reviewed FATE yet
No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.
From the listing
About FATE
FATE is an open-source framework for federated learning that enables multiple parties to collaboratively train machine learning models without sharing raw data. It provides a set of secure computation protocols and a modular architecture for building privacy-preserving AI systems.
Best for
Teams building privacy-preserving machine learning systems across multiple organizations
Use cases
- Train models across distributed datasets while keeping data local
- Build privacy-compliant machine learning pipelines for regulated industries
- Run secure aggregation and gradient sharing in multi-party scenarios
Notes
6,076 stars on GitHub. Last updated 2024-11-19. Licensed Apache-2.0.
Pros
- Supports multiple federated learning algorithms and secure computation protocols
- Active community with over 6,000 GitHub stars and ongoing development
- Modular design allows integration with existing ML workflows
Cons
- Steep learning curve for teams new to federated learning concepts
- Performance overhead from cryptographic operations can be significant
- Documentation may lag behind the latest features
Key facts
What we have checked
- Latest version
- 2.2.0 (released 31 July 2024)
- GitHub stars
- 6,097
Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.
Stars and usage
How FATE is growing
6,076 to 6,097
Sources
Where this comes from
- GitHubOfficial
- github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438Registry
A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.
Changelog
What changed
Released 2.2.0
Released 2.1.1
Released 2.1.0
Released 2.0.0
Released 1.11.4
Released 2.0.0-beta
Released 1.11.3
Released 1.11.2
Released 1.11.1
Released 1.11.0
Pairs with
Other entries in the index that connect to this one. Click through to see the chain.
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