Mathematics for Machine Learning
Graduate level course, Imperial College London, I-X, 2025
Machine Learning is at the core of contemporary AI research and applications. This module develops a foundation for the mathematical theory underpinning key ML methods which are necessary for their understanding and analysis. The module covers six units: Linear Algebra, Geometry, Calculus, Optimisation, Probability and Statistics. All to establish a comprehensive setting to strenghen the student’s understanding of widely used ML models and methods.