October 12, 2021

Federated Learning 📱 (Practical AI #153)

45 minutes

Federated learning is increasingly practical for machine learning developers because of the challenges we face with model and data privacy. In this fully connected episode, Chris and Daniel dive into the topic and dissect the ideas behind federated learning, practicalities of implementing decentralized training, and current uses of the technique.

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Featuring:

Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X

Show Notes:

Learning:

Google Federated Learning comic

Federated Learning: A Step by Step Implementation in Tensorflow

Frameworks/ open source projects:

TensorFlow Federated

Intel Open Federated Learning

PyGrid

Flower

Example uses of Federated Learning:

Federated Learning for Mobile Keyboard Prediction

Your voice & audio data stays private while Google Assistant improves

Facebook is rebuilding its ads to know a lot less about you

Federated learning for predicting clinical outcomes in patients with COVID-19

Something missing or broken? PRs welcome!

...more

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By Changelog Media

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