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Abstract: This tutorial aims to provide an intuitive introduction to Gaussian process regression (GPR). GPR models have been widely used in machine learning applications due to their representation ...

where \(\mathsf{G}(\cdot)\) is some convex operator and \(\mathcal{F}\) is as set of feasible input distributions. Examples of such an optimization problem include finding capacity in information ...

If you're looking for the material for a specific conference tutorial, navigate to the notebooks directory and look for a subdirectory for the conference you're interested. For example, notebooks/ODSC ...

Department of Physics, ETH Zurich, c/o Università della Svizzera Italiana, Via Giuseppe Buffi 13, 6900 Lugano, Switzerland Facoltà di Informatica, Institute of Computational Science, National Center ...