MATH3320 reading list
Books recommended on the official 2025/26 Foundation of Data Analytics course page.
Official course reading listMathematical Foundations for Data Analysis
Jeff M. Phillips. Springer, 2021.
Regression, dimensionality reduction, clustering, and classification through their mathematical foundations.
Author's online editionMathematics for Machine Learning
Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong. Cambridge University Press, 2020.
Linear algebra, matrix decompositions, calculus, probability, and continuous optimization, followed by regression and PCA.
Author's online edition