Invited talks

2023
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Geometric Gaussian Processes

Data to Actionable Knowledge Lab, Harvard University

Slides

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Geometric Gaussian Processes

Université Grenoble Alpes & INRIA & CNRS

Slides

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Geometric Gaussian Processes

Lifting Inference with Kernel Embeddings (LIKE23)

Slides Video

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Geometric Gaussian Processes

University of Stuttgart

Slides

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Geometric Gaussian Processes

TU Munich

Slides

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Geometric Gaussian Processes

IST Austria (ELLIS Talk)

Slides

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Geometric Gaussian Processes

TU Wien

Slides

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Geometric Gaussian Processes

University of Vienna

Slides

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Geometric Gaussian Processes

TU Delft

Slides

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Geometric Gaussian Processes

University of Amsterdam

Slides

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Geometric Gaussian Processes

Università della Svizzera italiana

Slides

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Geometric Gaussian Processes

University of Tübingen

Slides

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Geometric Gaussian Processes

University of Bern

Slides

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Geometric Gaussian Processes

University of Freiburg, Machine Learning Lab

Slides

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Geometric Gaussian Processes

University of Oxford, OxCSML Seminar

Slides

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Geometric Gaussian Processes

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

Slides

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Geometric Gaussian Processes

Imperial College London

Slides

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Geometric Gaussian Processes

University College London, Statistical Machine Learning Group

Slides

2022
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Geometry-aware Gaussian Processes

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

Slides

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Gaussian Processes in Machine Learning

HEC-DSA, Université de Lausanne

Slides

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Geometry-aware Gaussian Processes for Machine Learning

Geometry Seminar, Department of Mathematics, ETH Zürich

Slides

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Gaussian Processes in Machine Learning

MDZ Group Seminar, Department of Mathematics, ETH Zürich

Slides

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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

2021
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Gaussian Processes in Machine Learning

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

Slides

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Gaussian Processes for modeling functions with non-Euclidean domains

Methods of Machine Learning Research Seminar, Tübingen, Germany

Slides

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Gaussian process priors for functions with non-Euclidean domains

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

Slides (in Russian)

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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)

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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

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Matérn Gaussian Processes on Riemannian Manifolds

Laboratory of applied research Skoltech-Sberbank

Slides

2020
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Gaussian Random Fields in Machine Learning

Beijing-Saint Petersburg Mathematics Colloquium

Slides

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Bayesian Optimization

Huawei Russian Wireless Workshop 2020

Slides

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Gaussian Processes in Machine Learning [In Russian]

Chebyshev Laboratory Student Colloquium

Slides (In Russian) Video (In Russian)


Educational Lectures

2021
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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)

2020
|

Laplacian Eigenmaps Algorithm for Dimensionality Reduction [In Russian]

Chebyshev Laboratory's "Industrial mathematics" seminar

Slides (In Russian) Video (In Russian)

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

Chebyshev Laboratory's "Industrial mathematics" seminar

Slides (In Russian) Video (In Russian)