Research group in Nonlinear Algebra

Head:
Bernd Sturmfels

Contact: Email
Phone:
+49 (0) 341 - 9959 - 750

Address:
Inselstr. 22
04103 Leipzig

Administrative Assistant:
Saskia Gutzschebauch
Email, Phone/Fax:
+49 (0) 341 - 9959
- 752
- 658

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Guido Montúfar

Guido Montúfar is interested in mathematical machine learning, especially the interplay of model capacity, optimization, and generalization in deep learning. In current projects, he investigates optimization landscapes and regularization strategies for neural networks, intrinsic motivation in reinforcement learning, information theoretic approaches to learning data representations, information geometric and optimal transportation approaches to generative modelling, and algebraic geometric approaches to graphical models with hidden variables.

Guido is an Assistant Professor at the Departments of Mathematics and Statistics at the University of California, Los Angeles (UCLA), and he is principal investigator in the ERC Starting Grant on Deep Learning Theory at MPI MIS.


August 13, 2018


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09.03.2020, 17:17