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31 January 2025

Federated Learning (Glossary)

Artificial intelligence Automation Big data and smart data Cybercrime and cybersecurity Digital transformation Sanjay Sauldie Glossary

Federated learning is a term used in the fields of artificial intelligence, big data, smart data and cybersecurity. It is a special method by which many computers work together to train an artificial intelligence - without having to send their own data to a central location.

Imagine that many hospitals want to jointly develop an AI that recognises diseases on X-ray images. Instead of passing on all sensitive patient data to a centralised system, each data set remains in the respective hospital. The AI is trained on site and only what it has learnt - i.e. the improved calculation rules - is anonymised and merged into a joint model. In this way, everyone benefits from each other without anyone giving up their sensitive data.

Federated learning therefore protects private data and fulfils important data protection requirements, for example in accordance with the GDPR. This method is increasingly being used in areas such as healthcare, smartphones and connected cars. Companies can use it to work together on innovations - without disclosing their data.

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Discover how federated learning combines AI and data protection. Find out more now and secure your data!

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Sanjay Sauldie

Sanjay Sauldie is a digital strategist, speaker and developer of the transruption toolkit, which companies can use to make their digital transformation measurable, human and sustainable. With kiROI - the AI-based approach to value creation in the digital age - he helps self-employed people and companies to integrate artificial intelligence into their processes in a practical way. With his outstanding marketing strategy iROI, he has already led countless companies to greater visibility and thus more profits. He combines digital innovation with disruptive thinking models for a sustainable business strategy. He studied mathematics and computer science at the University of Cologne, completed a Master of Science in Digital Disruption at the University of Salford (UK) and a Design Thinking programme at MIT/EMERITUS Singapore. As a multiple award-winning expert - including the Golden Web Award and the Innovation Award of the Initiative Mittelstand - he advises SMEs and corporations. His motto: "Digitalisation is not an end in itself - it must serve people."

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