Blog - Customer Experience Update

Federated Learning on AWS with FedML: Health analytics without sharing sensitive data – Part 1

AWS Machine Learning

JANUARY 13, 2023

This blog post is co-written with Chaoyang He and Salman Avestimehr from FedML. We have developed an FL framework on AWS that enables analyzing distributed and sensitive health data in a privacy-preserving manner. FL doesn’t require moving or sharing data across sites or with a centralized server during the model training process.

Analytics

Analytics Data Healthcare Hospitality

Federated Learning on AWS with FedML: Health analytics without sharing sensitive data – Part 2

AWS Machine Learning

JANUARY 13, 2023

This blog post is co-written with Chaoyang He and Salman Avestimehr from FedML. It involves training a global machine learning (ML) model from distributed health data held locally at different sites. It doesn’t require moving or sharing data across sites or with a centralized server during the model training process.

Data

Data Analytics Hospitality Healthcare

Customer Experience Update

Federated Learning on AWS with FedML: Health analytics without sharing sensitive data – Part 1

Federated Learning on AWS with FedML: Health analytics without sharing sensitive data – Part 2

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