Bayesian Statistics Courses and Certifications

Simons Foundation

Creating a Bayesian Digital Twin of Our Universe

Discover how to build a Bayesian digital twin of the Universe using advanced computational methods and statistical modeling techniques for cosmological research.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Fields Institute

Hierarchical Bayesian Models of Psychosis

Explore hierarchical Bayesian approaches to understanding psychosis through computational modeling and neuroscience perspectives.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

INI Seminar Room 2

Piecewise Deterministic Markov Processes for Transdimensional Sampling from Flexible Bayesian Survival Models

Delve into advanced Markov processes and transdimensional sampling techniques for Bayesian survival models, exploring mathematical applications in stochastic systems and anomalous diffusion.

• YouTube
• 55 minutes
• On-Demand
• Free Video

INI Seminar Room 2

Bayesian Imaging with Deep Generative Priors

Delve into Bayesian analysis methodology for high-dimensional inference problems, exploring deep neural networks, manifold hypothesis, and practical applications in imaging using generative models and uncertainty quantification.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

INI Seminar Room 2

Sequential Bayesian Methods for Parameter Estimation and Applications with Imaging Data

Discover sequential Bayesian approaches for parameter estimation in dynamical systems, focusing on time-varying parameters and practical applications with imaging data.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

INI Seminar Room 2

Fast Hybrid Tempered Ensemble Transform Filter for Bayesian Elliptical Problems

Delve into advanced Bayesian filtering techniques, focusing on hybrid tempered ensemble transform methods for solving complex inverse problems with partial and noisy data in high-dimensional settings.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Harvard CMSA

Mean-Field Approximations for High-Dimensional Bayesian Regression

Explore advanced mean-field techniques and their applications in high-dimensional Bayesian regression, focusing on accuracy comparisons between Naive Mean-Field and Bethe approximations.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Bayesian Machine Learning in Practice

Discover practical applications of Bayesian methods in machine learning through hands-on implementation and real-world examples.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

INI Seminar Room 2

Bayesian Semi-supervised Multicategory Classification under Nonparanormality

Explore Bayesian semi-supervised multicategory classification techniques under nonparanormality assumptions with Professor Subhashis Ghoshal from NC State University.

• YouTube
• 57 minutes
• On-Demand
• Free Video

INI Seminar Room 2

The Bernstein-von Mises Theorem for Semiparametric Mixture

Explore the Bernstein-von Mises theorem applied to semiparametric mixture models with Dr. Stefan Franssen in this advanced statistical theory seminar.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

UofU Data Science

Bayesian Learning: Connection to Least Mean Square Regression - Lecture 23a

Delve into Bayesian learning concepts and their connection to least mean square regression in this continuation of the series.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Conference GSI

Alpha Parallel Priors on One-Sided Truncated Exponential Family

Explore alpha parallel priors in one-sided truncated exponential families, delving into advanced statistical concepts and their applications.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Computational Genomics Summer Institute CGSI

Variational Inference for Fun and Profit

Discover the fundamentals of variational inference in statistical analysis, exploring Bayesian techniques, SuSiE PCA methodology, and practical applications in computational genomics and regression modeling.

• YouTube
• 35 minutes
• On-Demand
• Free Video

ICTP-SAIFR

Bayesian Tools for the Information Frontier at the LHC

Explore Bayesian machine learning tools and their applications in LHC particle physics research, focusing on information frontier analysis and scientific discovery methods.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Schmid College, Chapman University

How to Benefit from Uncertainty: An Introduction to Paraconsistent Bayesian Update

Explore how paraconsistent and paracomplete logics enhance Bayesian reasoning, offering new approaches to handle contradictory evidence and uncertainty in scientific and AI applications.

• YouTube
• 1 hour 53 minutes
• On-Demand
• Free Video