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This Faculty Development Programme explores the essential mathematical foundations that power AI-driven engineering solutions, covering linear algebra, calculus, probability and statistics, optimisation techniques, differential equations, and numerical methods. The programme emphasises the connection between theoretical mathematics and practical AI applications, helping engineers develop a deeper understanding of model development, training algorithms, data analysis, and intelligent decision-making systems.