TensorFlow Federated

Open source

Open source framework for machine learning on decentralized data.

Pricing: free
License: open-source
Open source: Yes

Editorial review

TensorFlow Federated has not yet been editorially reviewed. User reviews and published field data below are unaffected — we say so rather than implying an editorial verdict.

Facts & attributes

Every value carries its evidence state. “—” means unknown — never a silent default (P-02).

Identity · Taxonomy

Tags(open-source;cloud-native): federated learning, machine learning, TensorFlow, researchVerified

Platform · Deployment

Delivery model(SaaS;self-hosted;desktop;mobile;embedded;managed-cloud;appliance): self-hostedVerification pending

Pricing · Licensing

License model(proprietary;open-source;source-available;dual-license): open-sourceVerified
Pricing model(free;subscription;usage;seat;asset;transaction;revenue-share;perpetual;custom): freeVerification pending
Source repository(HTTPS URL): https://github.com/google-parfait/tensorflow-federatedVerified
SPDX license IDs(Apache-2.0;MIT): Apache-2.0Verified

Features · Product · Fit

Core capabilities(authoring;automation;analytics): federated training and evaluation APIs for existing TensorFlow models, Federated Core API for expressing novel federated algorithms, single-machine simulation runtime for experiments, federated analytics over decentralized dataVerification pending

Api · Integrations · Ecosystem

API available(true/false): trueVerification pending

Audience · Use · Case

Best for(Neutral editorial summary): ML researchers experimenting with federated learning and analytics in TensorFlowVerification pending
Primary use cases(build;monitor;automate): open research in federated learning, training shared models while data stays local, aggregated analytics over decentralized dataVerification pending
Skill level(beginner;intermediate;advanced;specialist): specialistVerification pending

Lifecycle · Versioning

Maintenance status(active;maintenance;deprecated;EOL;archived): activeVerification pending

Vendor · Maintainer

Headquarters country(US): United StatesVerified
Vendor type(commercial;foundation;community;government;consortium;individual): commercialVerification pending

User reviews

Review policy

No published reviews yet.