The department catalogue includes the following references:
Mathematics for Machine Learning, by Marc Peter Deisenroth, A. Aldo Faisal and Cheng Soon Ong.
Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics, by Justin Solomon.
Convex Optimization, by Stephen Boyd and Lieven Vandenberghe.
Information Theory, Inference, and Learning Algorithms, by David J. C. MacKay.
The department course catalogue contains the fuller bibliography and syllabus. These are reading references; no third-party book files are reproduced here.