Federated Learning

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This book shows how federated machine learning allows multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private. Traditional machine learning approaches need to combine all data at one location, typically a data center, which may very well violate the laws on user privacy and data confidentiality. Today, many parts of the worl...

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This book shows how federated machine learning allows multiple data owners to collaboratively train and use a shared prediction model while keeping all the local training data private. Traditional machine learning approaches need to combine all data at one location, typically a data center, which may very well violate the laws on user privacy and data confidentiality. Today, many parts of the worl...

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  • Formats: epub
  • ISBN: 9781681737188
  • Publication Date: 19 Dec 2019
  • Publisher: Morgan & Claypool Publishers
  • Product language: English
  • Drm Setting: DRM