Our Summer School enabled students to learn state-of-the-art mathematical and statistical tools to discover information hidden within large-scale data sets and solve complex inverse problems. Through hands-on experience with techniques from Randomized Numerical Linear Algebra, data assimilation, iterative algorithms, and inverse problems we offered students a two-week summer school to learn this valuable range of computational mathematics topics. We welcomed students to the 2024 Gene Golub SIAM Summer School from 22 July to 2 August 2024. Location: Campus of the Escuela Politécnica Nacional, Research Center in Mathematical Modeling and Optimization MODEMAT, Ladrón de Guevara E11-253, Quito, Ecuador. Dates: 22 July - 2 Aug, 2024 Organizers: Matthias Chung, Juan Carlos de los Reyes, Petros Drineas, Rosemary Renaut, Alex Townsend. Lecturers • Carola Bibane Schönlieb • Matthias Chung • Juan Carlos de los Reyes • Petros Drineas • Malena Inés Español • Rosemary Renaut • Alex Townsend