Invited talks

2022
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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

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Sequential Decision Making with Gaussian Processes

NTR Labs Webinar (in Russian)

Slides

2021
|

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

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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)

|

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

|

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)

|

Matérn Gaussian Processes on Riemannian Manifolds

Laboratory of applied research Skoltech-Sberbank

Slides

2020
|

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)


Educational Lectures

2020
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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)