https://www.math.emory.edu/~lruthot/ Recent content in Lars Ruthotto on Lars Ruthotto | Scientific Computing & AI Hugo en-us Lars Ruthotto Sat, 06 Dec 2025 00:00:00 +0000 https://www.math.emory.edu/~lruthot/course/math785r/ Tue, 21 Jan 2025 00:00:00 +0000 https://www.math.emory.edu/~lruthot/course/math785r/ Mathematical foundations of deep generative models, emphasizing theoretical principles and connections to optimal transport, high-dimensional probability, and dynamical systems. https://www.math.emory.edu/~lruthot/workshops/computational-math-ai-2025/ Mon, 01 Dec 2025 00:00:00 +0000 https://www.math.emory.edu/~lruthot/workshops/computational-math-ai-2025/ Short introduction to research topics at the intersection of computational mathematics and artificial intelligence, held in Houston, December 2025, supported by NSF CBMS Award https://www.math.emory.edu/~lruthot/course/math789r-fa21/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/course/math789r-fa21/ In this seminar, we discuss one recent work at the interface of applied mathematics and machine learning with the goal of exposing new research questions. https://www.math.emory.edu/~lruthot/workshops/dgm/ Tue, 06 Apr 2021 21:19:11 +0000 https://www.math.emory.edu/~lruthot/workshops/dgm/ Interactive three-hour mini-course held most recently in the 2021 Spring School on Models and Data, University of South Carolina. https://www.math.emory.edu/~lruthot/course/math789r/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/course/math789r/ In this seminar, we discuss one recent work at the interface of applied mathematics and machine learning with the goal of exposing new research questions. https://www.math.emory.edu/~lruthot/course/cs584/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/course/cs584/ This course provides students with the mathematical background needed to analyze and further develop numerical methods at the heart of deep learning. https://www.math.emory.edu/~lruthot/workshops/pisa/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/workshops/pisa/ Mini-course most recently held at the Scuola Normale Superiore, Pisa (2019) and previously at the TU Berlin (2017) and TU Chemnitz (2018). https://www.math.emory.edu/~lruthot/course/math347/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/course/math347/ This advanced undergraduate course introduces nonlinear optimization problems, optimality conditions, and examples from different domains including finance, machine learning, and imaging. https://www.math.emory.edu/~lruthot/course/math571/ Sun, 04 Oct 2020 21:19:11 +0000 https://www.math.emory.edu/~lruthot/course/math571/ This course provides students with an overview of state-of-the-art numerical methods for solving both unconstrained and constrained, large-scale optimization problems. https://www.math.emory.edu/~lruthot/teaching/ Mon, 01 Jan 0001 00:00:00 +0000 https://www.math.emory.edu/~lruthot/teaching/