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Glossary>Machine Learning Frameworks>Google Federated Learning

Google Federated Learning

Google Federated Learning is a machine learning technique that trains algorithms across multiple decentralized devices holding local data samples, without exchanging them. It enhances privacy by keeping data on the device while only sharing model updates, thus allowing for collaborative learning without compromising user data security.

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About Google Federated Learning

Google Federated Learning was introduced by Google in 2017 to address privacy concerns associated with traditional centralized machine learning methods. It aimed to enable machine learning models to be trained on decentralized data directly on users' devices, thus enhancing data privacy and security while still benefiting from collaborative learning.

Strengths of Google Federated Learning include enhanced privacy, reduced data transfer costs, and compliance with data protection regulations. Weaknesses involve increased computational load on devices, potential security risks in model updates, and challenges in handling non-IID data. Competitors include Apple's Differential Privacy, OpenMined's PySyft, and IBM's Federated Learning framework.

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How to hire a Google Federated Learning expert

A Google Federated Learning expert must have skills in distributed machine learning, data privacy techniques, and secure multi-party computation. Proficiency in TensorFlow Federated, knowledge of differential privacy, and experience with edge computing are also essential.

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