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April 23, 2025 16 mins

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Federated Learning is a decentralized machine learning approach that enables AI models to train across multiple devices or servers without sharing raw data. 

Unlike traditional machine learning, where data is collected and stored in a central location for model training, federated learning allows individual devices, such as smartphones, Internet of Things devices, or edge servers, to process data locally and send only model updates to a central server. 

This ensures that sensitive information remains on the user's device, significantly enhancing privacy while still enabling AI systems to improve over time.

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