Bayesian Inference Courses and Certifications

Conference GSI

Variational Gaussian Approximation of the Kushner Optimal Filter

Explore the Variational Gaussian approximation technique for optimizing the Kushner filter, enhancing signal processing and estimation capabilities.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Society for Industrial and Applied Mathematics

Computational Methods in Ice-sheet Modeling - Uncertainty Quantification and Optimization

Explore advanced computational methods for ice-sheet modeling, including parameter inversion, uncertainty quantification, and multi-fidelity techniques for efficient glacier mass change estimation.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

A Bayesian View of Inductive Learning in Humans and Machines - 2004

Explore how humans make successful generalizations from limited evidence through Bayesian inferences constrained by implicit domain theories, with applications to machine learning.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

UofU Data Science

Probabilistic Machine Learning - Lecture 27

Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in modern data analysis and machine learning.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

UofU Data Science

Probabilistic Machine Learning - Lecture 19

Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in this graduate-level academic session.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Topos Institute

Update Rules of Pearl and Jeffrey in Probabilistic Updating

Explore the differences between Pearl and Jeffrey's probabilistic updating rules, their applications in multiple data scenarios, and their role in machine learning algorithms like Expectation Maximization.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Simons Institute

Amortised Inference Meets LLMs: Algorithms and Implications for Faithful Knowledge Extraction

Explore Bayesian inference techniques for LLMs, including Monte Carlo methods and variational inference, to solve challenges in constrained generation, reasoning, and knowledge extraction while maintaining uncertainty awareness.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Statistical Rethinking 2023

Comprehensive exploration of advanced statistical concepts, from basic models to complex techniques like Gaussian Processes and Generalized Linear Models, enhancing analytical skills for data interpretation.

• YouTube
• 1 day 1 hour 41 minutes
• Self-Paced
• Free Video

Bayesian Modeling with RJAGS

In this course, you'll learn how to implement more advanced Bayesian models using RJAGS.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Steve Brunton

Monte Carlo Sampling and Bootstrapping in Bayesian Inference

Explore Monte Carlo sampling techniques and bootstrapping methods for Bayesian inference through practical algorithms and coin flip demonstrations.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

MITCBMM

Bayesian Inference in Generative Models

Explore approximate Bayesian inference methods, including sampling-based techniques and variational inference, with hands-on exercises in implementing algorithms and using probabilistic programming languages.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Hausdorff Center for Mathematics

MCMC for Bayesian inference of the non-conducting region in intra-atrial reentrant tachycardia

Explore advanced MCMC methods for Bayesian inference in cardiac electrophysiology, focusing on estimating non-conducting regions in atrial tachycardia using personalized models.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Inside Livermore Lab

Real-Time Bayesian Inference at Extreme Scale

Discover real-time Bayesian inference for tsunami early warning using acoustic sensors and 3D wave equations, achieving billion-fold speedup through novel parallel algorithms on GPU systems.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Bayesian Field-Level Inference with Weak Lensing Data by Supranta Boruah

Explore Bayesian field-level inference techniques for weak lensing data analysis in cosmology. Learn advanced methods to extract valuable information from large-scale structure surveys.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Cooper

Using Bayesian Inference to Detect Cyber Attacks

Explore Bayesian inference techniques for detecting cyber attacks, enhancing your ability to identify and respond to security threats in real-time.

• YouTube
• 21 minutes
• Self-Paced
• Free Video