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defence solutions for SMEs by combining lightweight, privacy-aware monitoring with machine learning methods for threat detection, attacker modelling, and automated adaptive response. A key aspect of the
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variables, both historic and future, is also an essential ingredient to move past the rear-mirror approach of standard classical forecasting methods. The project will focus on the use of transformer based
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