brunocampos01/federated-learning-for-text-generation

Machine learning project using federated learning for text generation

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This project helps application developers build privacy-preserving text prediction features, similar to those found on mobile keyboards. It takes distributed text data from individual users and produces a shared language model that can suggest the next word, all without centralizing sensitive user input. This is designed for developers creating products where user data privacy is critical.

No commits in the last 6 months.

Use this if you need to build text generation or auto-completion features for an application that handles private user data and cannot transmit that data to a central server.

Not ideal if your application doesn't require strict data privacy for text inputs or if you need a straightforward, centralized text generation model.

privacy-preserving-AI mobile-keyboard-suggestions secure-text-input distributed-machine-learning data-privacy-compliance
Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 5 / 25
Maturity 16 / 25
Community 12 / 25

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Stars

11

Forks

2

Language

Python

License

MIT

Last pushed

May 05, 2024

Commits (30d)

0

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