BIOE 485: Computational Mathematics for Machine Learning and Imaging
Undergraduate/Graduate course, University of Illinois at Urbana-Champaign, Department of Bioengineering, 2024
Covers fundamental mathematical and computational methods needed to implement computational imaging and machine learning solutions. Topics : probability theory, matrix decompositions, vector calculus, stochastic sampling methods, numerical optimization-based formulations of inverse problems, first order deterministic and stochastic gradient-based methods, quasi-Newton and Hessian free methods