Mathematical Machine Learning

We advance key problems in Deep Learning Theory using geometric analysis. Our mission is to consolidate the theoretical foundations for the success of Deep Learning and

Research Interests

My research interests are:

Deep Learning Theory Mathematical Machine Learning Graphical Models Information Geometry Algebraic Statistics

Guido Montúfar - Publications

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Learning and Inference

Research Group

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Tropical Geometry and Computer Algebra

We want to build new bridges between Tropical Geometry and Algebraic Geometry using computational methods. This involves the study of fundamental problems in tr

Marta Panizzut - Publications

Explore the scholarly works of Marta Panizzut. Browse journal articles, contributions in books and conference proceedings, academic theses, or discover the latest resear