Geometric Probabilistic Models

CVLab, EPFL

Slides

Tutorial: Geometric Probabilistic Models

The Conference on Uncertainty in Artificial Intelligence (UAI 2024)

Slides Video Colab

Geometric Gaussian Processes

Data to Actionable Knowledge Lab, Harvard University

Slides

Geometric Gaussian Processes

Université Grenoble Alpes & INRIA & CNRS

Slides

Geometric Gaussian Processes

Lifting Inference with Kernel Embeddings (LIKE23)

Slides Video

Geometric Gaussian Processes

University of Stuttgart

Slides

Geometric Gaussian Processes

TU Munich

Slides

Geometric Gaussian Processes

IST Austria (ELLIS Talk)

Slides

Geometric Gaussian Processes

TU Wien

Slides

Geometric Gaussian Processes

University of Vienna

Slides

Geometric Gaussian Processes

TU Delft

Slides

Geometric Gaussian Processes

University of Amsterdam

Slides

Geometric Gaussian Processes

Università della Svizzera italiana

Slides

Geometric Gaussian Processes

University of Tübingen

Slides

Geometric Gaussian Processes

University of Bern

Slides

Geometric Gaussian Processes

University of Freiburg, Machine Learning Lab

Slides

Geometric Gaussian Processes

University of Oxford, OxCSML Seminar

Slides

Geometric Gaussian Processes

University of Cambridge, CBL Lab, Cambridge Ellis Unit Seminar Series

Slides

Geometric Gaussian Processes

Imperial College London

Slides

Geometric Gaussian Processes

University College London, Statistical Machine Learning Group

Slides

Geometry-aware Gaussian Processes

NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems

Slides

Gaussian Processes in Machine Learning

HEC-DSA, Université de Lausanne

Slides

Geometry-aware Gaussian Processes for Machine Learning

Geometry Seminar, Department of Mathematics, ETH Zürich

Slides

Gaussian Processes in Machine Learning

MDZ Group Seminar, Department of Mathematics, ETH Zürich

Slides

On a Common Ground Between Geological Modeling and Machine Learning

Centro Pi Seminar, Instituto de Matemática Pura e Aplicada (IMPA), Rio de Janeiro, Brazil

Slides Video

Sequential Decision Making with Gaussian Processes

NTR Labs Webinar (in Russian)

Slides

Gaussian Processes in Machine Learning

Probabilistic Techniques in Analysis: Spaces of Holomorphic Functions, Sirius Mathematics Center

Slides

Gaussian Processes for modeling functions with non-Euclidean domains

Methods of Machine Learning Research Seminar, Tübingen, Germany

Slides

Gaussian process priors for functions with non-Euclidean domains

Statistics, Artificial Intelligence, Machine Learning, Probability, Learning Theory Event (SAMPLE)

Slides (in Russian)

Gaussian Processes for Non-Euclidean Domains and Efficient algorithms for Them

Conference of International Mathematical Centres in Sirius Educational Centre in Sochi

Slides (in Russian)

Gaussian Processes on Riemannian Manifolds for Robotics

Workshop on Geometry and Topology in Robotics: Learning, Optimization, Planning, and Control

Slides Video

Gaussian process priors for functions with non-Euclidean domain

New Frontiers in High-Dimensional Probability and Applications to Machine Learning

Slides

Matérn Gaussian Processes on Riemannian Manifolds

Laboratory of applied research Skoltech-Sberbank

Slides

Gaussian Random Fields in Machine Learning

Beijing-Saint Petersburg Mathematics Colloquium

Slides

Bayesian Optimization

Huawei Russian Wireless Workshop 2020

Slides

Gaussian Processes in Machine Learning [In Russian]

Chebyshev Laboratory Student Colloquium

Slides (In Russian) Video (In Russian)

Mini-course on Gaussian random fields in machine learning

HSE and SPbU Joint Winter School in Мathematics and Theoretical Computer Science

Slides Video 1 (Overview) Video 2 (Introduction to GPR) Video 3 (Efficient algorithms)

Laplacian Eigenmaps Algorithm for Dimensionality Reduction [In Russian]

Chebyshev Laboratory's "Industrial mathematics" seminar

Slides (In Russian) Video (In Russian)

Basic Methods of Dimensionality Reduction: PCA and Kernel PCA [In Russian]

Chebyshev Laboratory's "Industrial mathematics" seminar

Slides (In Russian) Video (In Russian)