Talks | Viacheslav Borovitskiy

2024

Nov 25

|

Geometric Gaussian Processes

HEC-DSA, Université de Lausanne

Oct 11

|

Geometric Probabilistic Models

CVLab, EPFL

Jul 15

|

Tutorial: Geometric Probabilistic Models

The Conference on Uncertainty in Artificial Intelligence (UAI 2024)

Slides Video Colab

2023

Jul 17	\|	Geometric Gaussian Processes Data to Actionable Knowledge Lab, Harvard University Slides
Jun 30	\|	Geometric Gaussian Processes Université Grenoble Alpes & INRIA & CNRS Slides
Jun 27	\|	Geometric Gaussian Processes Lifting Inference with Kernel Embeddings (LIKE23) Slides Video
Jun 23	\|	Geometric Gaussian Processes University of Stuttgart Slides
Jun 21	\|	Geometric Gaussian Processes TU Munich Slides
Jun 7	\|	Geometric Gaussian Processes IST Austria (ELLIS Talk) Slides
Jun 6	\|	Geometric Gaussian Processes TU Wien Slides
Jun 5	\|	Geometric Gaussian Processes University of Vienna Slides
Jun 1	\|	Geometric Gaussian Processes TU Delft Slides
May 30	\|	Geometric Gaussian Processes University of Amsterdam Slides
May 10	\|	Geometric Gaussian Processes Università della Svizzera italiana Slides
May 4	\|	Geometric Gaussian Processes University of Tübingen Slides
May 3	\|	Geometric Gaussian Processes University of Bern Slides
Mar 17	\|	Geometric Gaussian Processes University of Freiburg, Machine Learning Lab Slides
Feb 10	\|	Geometric Gaussian Processes University of Oxford, OxCSML Seminar Slides
Feb 9	\|	Geometric Gaussian Processes University of Cambridge, CBL Lab, Cambridge Ellis Unit Seminar Series Slides
Feb 8	\|	Geometric Gaussian Processes Imperial College London Slides
Feb 8	\|	Geometric Gaussian Processes University College London, Statistical Machine Learning Group Slides

2022

Dec 2	\|	Geometry-aware Gaussian Processes NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems Slides
Nov 11	\|	Gaussian Processes in Machine Learning HEC-DSA, Université de Lausanne Slides
Oct 26	\|	Geometry-aware Gaussian Processes for Machine Learning Geometry Seminar, Department of Mathematics, ETH Zürich Slides
Aug 23	\|	Gaussian Processes in Machine Learning MDZ Group Seminar, Department of Mathematics, ETH Zürich Slides
Jun 13	\|	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
Mar 1	\|	Sequential Decision Making with Gaussian Processes NTR Labs Webinar (in Russian) Slides

2021

Dec 6	\|	Gaussian Processes in Machine Learning Probabilistic Techniques in Analysis: Spaces of Holomorphic Functions, Sirius Mathematics Center Slides
Dec 1	\|	Gaussian Processes for modeling functions with non-Euclidean domains Methods of Machine Learning Research Seminar, Tübingen, Germany Slides
Oct 27	\|	Gaussian process priors for functions with non-Euclidean domains Statistics, Artificial Intelligence, Machine Learning, Probability, Learning Theory Event (SAMPLE) Slides (in Russian)
Aug 10	\|	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)
Jul 15	\|	Gaussian Processes on Riemannian Manifolds for Robotics Workshop on Geometry and Topology in Robotics: Learning, Optimization, Planning, and Control Slides Video
May 12	\|	Gaussian process priors for functions with non-Euclidean domain New Frontiers in High-Dimensional Probability and Applications to Machine Learning Slides
Feb 1	\|	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)
Jan 22	\|	Matérn Gaussian Processes on Riemannian Manifolds Laboratory of applied research Skoltech-Sberbank Slides

2020

Nov 19	\|	Gaussian Random Fields in Machine Learning Beijing-Saint Petersburg Mathematics Colloquium Slides
Oct 22	\|	Bayesian Optimization Huawei Russian Wireless Workshop 2020 Slides
Sep 24	\|	Gaussian Processes in Machine Learning [In Russian] Chebyshev Laboratory Student Colloquium Slides (In Russian) Video (In Russian)
Sep 8	\|	Laplacian Eigenmaps Algorithm for Dimensionality Reduction [In Russian] Chebyshev Laboratory's "Industrial mathematics" seminar Slides (In Russian) Video (In Russian)
May 12	\|	Basic Methods of Dimensionality Reduction: PCA and Kernel PCA [In Russian] Chebyshev Laboratory's "Industrial mathematics" seminar Slides (In Russian) Video (In Russian)