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The CAFEIN CO₂ Tracker & Optimiser measures and reduces the carbon footprint of Federated Learning by combining system, model, and energy data. It estimates emissions and suggests strategies like quantisation, sparsification, and decentralised training, helping organisations align AI projects with climate goals.

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