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Gaussian Processes

Free Online

Gaussian Processes Courses and Certifications

Master Gaussian processes for probabilistic modeling, uncertainty quantification, and machine learning applications in engineering and statistics. Learn through specialized YouTube tutorials from leading institutions like Alan Turing Institute and Google, covering topics from statistical rethinking to physics-enhanced models and covariance operators.

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Alan Turing Institute
Some Thoughts on Gaussian Processes for Emulation of Deterministic Computer Models

Explore Gaussian Process emulators for complex computer models in uncertainty quantification, focusing on theoretical aspects and applications to climate, tsunami, and earthquake problems.
- YouTube
- 54 minutes
- On-Demand
- Free Video
Richard McElreath
Statistical Rethinking 2023 - Gaussian Processes

Explore Gaussian processes and their applications in statistical analysis, including oceanic spatial confounds and phylogenetic regression, for advanced data modeling techniques.
- YouTube
- 1 hour 22 minutes
- On-Demand
- Free Video
Richard McElreath
Statistical Rethinking 2022 - Gaussian Processes

Explore Gaussian processes, spatial confounding, and phylogenetic inference in statistical modeling. Learn to apply these concepts to real-world examples like oceanic covariance and primate phylogeny.
- YouTube
- 1 hour 25 minutes
- On-Demand
- Free Video
Inside Livermore Lab
Physics-Enhanced Gaussian Processes for Learning of Electromechanical Systems

Explore physics-enhanced Gaussian processes for modeling electromechanical systems. Learn about GP-PHS and physics-enhanced variational autoencoders to improve data efficiency and ensure physical correctness.
- YouTube
- 1 hour 15 minutes
- On-Demand
- Free Video
Google TechTalks
Pathwise Conditioning and Non-Euclidean Gaussian Processes

Explore advanced Gaussian process techniques for efficient Bayesian optimization, including pathwise conditioning and models on graphs and manifolds, enhancing decision-making in complex settings.
- YouTube
- 1 hour 7 minutes
- On-Demand
- Free Video
Alan Turing Institute
Effective and Efficient Gaussian Processes

Explore advanced Gaussian process techniques for computer model emulation, Bayesian inversion, and uncertainty quantification across diverse scientific applications.
- YouTube
- 4 hours 35 minutes
- On-Demand
- Free Video
Richard McElreath
Statistical Rethinking - Gaussian Processes - Lecture B06

Explore Gaussian processes for flexible non-parametric modeling and spatial correlation analysis in Bayesian statistics.
- YouTube
- 1 hour
- On-Demand
- Free Video
VinAI
Geometry of Covariance Matrices, Covariance Operators, and Gaussian Processes

Explore geometric approaches to covariance matrices, operators, and Gaussian processes. Gain insights into non-Euclidean distances, Fisher-Rao distance, and Wasserstein distance in infinite-dimensional settings.
- YouTube
- 1 hour 3 minutes
- On-Demand
- Free Video
Hausdorff Center for Mathematics
Sparsifying Suprema of Gaussian Processes

Explore approximation techniques for Gaussian processes and their applications in computational learning and property testing.
- YouTube
- 49 minutes
- On-Demand
- Free Video
Probabilistic AI School
Gaussian Processes

Explore Gaussian Processes with Daniel Hernández-Lobato, covering key concepts, applications, and advanced techniques in probabilistic machine learning.
- YouTube
- 2 hours 22 minutes
- On-Demand
- Free Video
INI Seminar Room 2
From Scattered Samples to Fields of Distributions - Theory and Practice of Spatial Logistic Gaussian Processes

Explore Spatial Logistic Gaussian Processes theory and practice for transforming scattered data samples into comprehensive distribution fields.
- YouTube
- 1 hour 5 minutes
- On-Demand
- Free Video
INI Seminar Room 2
From Scattered Samples to Fields of Distributions - Theory and Practice of Spatial Logistic Gaussian Processes

Discover how to transform scattered data samples into continuous probability distribution fields using Spatial Logistic Gaussian Processes theory and practical applications.
- YouTube
- 1 hour 8 minutes
- On-Demand
- Free Video
INI Seminar Room 2
Non-stationary and Deep Gaussian Processes

Explore advanced concepts in non-stationary and deep Gaussian processes, focusing on mathematical foundations and statistical applications in data-driven engineering.
- YouTube
- 1 hour 10 minutes
- On-Demand
- Free Video
Finnish Center for Artificial Intelligence FCAI
Robust and Conjugate Gaussian Processes Regression

Explore robust and conjugate Gaussian process regression methods that maintain closed-form conditioning while overcoming limitations of standard GP assumptions about observation noise.
- YouTube
- 44 minutes
- On-Demand
- Free Video
Banach Center
Two-Dimensional Gaussian Processes: Testing Procedure Based on Empirical Cross-Covariance Function

Explore testing procedures for 2D Gaussian processes using empirical cross-covariance functions in this mathematical analysis presentation.
- YouTube
- 24 minutes
- On-Demand
- Free Video

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