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6 November 2024

Population-based training (PBT) (Glossary)

Artificial intelligence Digital society Automation Big data and smart data Digital transformation AI Glossary

Population-based training (PBT) falls primarily into the categories of artificial intelligence, big data, smart data and digital society. This term refers to a method used to improve artificial intelligence (AI) by training algorithms based on a large amount of data from the entire population and not just on a small, selected data set.

Imagine an AI designed to support medical diagnoses. If it is only trained with data from a small group of people, it could deliver incorrect results for other population groups. In population-based training (PBT), algorithms are trained with very large and diverse data sets - for example with anonymised health data from millions of people of different origins, age groups and regions.

This increases the accuracy and reliability of AI models in everyday life. PBT therefore ensures that digital applications work better for everyone - whether it's personalised medicine, traffic control or smart household appliances. This makes artificial intelligence fairer and more usable because it is based on real data from society.

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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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