Bayesian Inference Courses and Certifications

Richard McElreath

Statistical Rethinking 2022 - Bayesian Inference

Explore Bayesian inference through practical examples like globe tossing. Learn updating, sampling, and computing distributions using grid approximation and posterior predictive methods.

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

Probability - The Science of Uncertainty and Data

34 reviews

Build foundational knowledge of data science with this introduction to probabilistic models, including random processes and the basic elements of statistical inference -- Part of the MITx MicroMasters program in Statistics and Data Science.

• edX
• 16 weeks, 10-14 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Simons Institute

Scaling Up Bayesian Inference for Big and Complex Data

Explore advanced Bayesian inference techniques for large-scale datasets, focusing on computational challenges and innovative solutions in machine learning and deep learning applications.

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

MITCBMM

Development of Intelligence - Josh Tenenbaum: Bayesian Inference

Explore Bayesian inference and cognitive neuroscience with Josh Tenenbaum, delving into AI challenges, scene understanding, and advanced mathematical concepts for intelligence development.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Free Video

Steve Brunton

Bayesian Inference - Overview

Discover how Bayesian inference balances data with prior beliefs to learn probability distributions, including practical hypothesis testing and key limitations.

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

Fields Institute

Data Augmentation MCMC for Bayesian Inference from Privatized Data

Explore data augmentation MCMC for Bayesian inference from privatized data, focusing on differential privacy challenges and solutions in statistical analysis.

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

Alan Turing Institute

Bayesian Inference by Program Verification - Joost-Pieter Katoen, RWTH Aachen University

Explore Bayesian inference through program verification, learning how weakest precondition reasoning can be applied to exact inference and analyzing expected sampling times in Bayesian networks.

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

Computational Genomics Summer Institute CGSI

Bayesian Inference of Dependent Population Dynamics in Coalescent Models

Explore Bayesian inference techniques for analyzing dependent population dynamics in coalescent models, focusing on applications in genomics and evolutionary biology.

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

Finnish Center for Artificial Intelligence FCAI

Bayesian Inference of Causal Graphs: Current Status and Future Directions

Explore Bayesian inference for causal discovery, examining recent progress, challenges, and assumptions in modeling cause-effect relationships from observational data.

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

Dublin Institute for Advanced Studies DIAS

Learning Theory-Informed Priors for Bayesian Inference - A Case Study with Early Dark Energy

Explore novel methods for learning theory-informed priors in Bayesian inference using normalizing flows, with applications to early dark energy models in cosmology.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Automated Scalable Bayesian Inference via Data Summarization - 2018

Explore scalable Bayesian inference techniques using data summarization. Learn about coresets, theoretical guarantees, and practical applications in large-scale data settings.

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

INI Seminar Room 2

Scalable Bayesian Inference using Hierarchical Approaches and Surrogates

Explore scalable Bayesian inference techniques using hierarchical approaches and surrogate models for complex statistical problems.

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

ACM SIGPLAN

Denotational Validation of Higher-Order Bayesian Inference

Explore a modular semantic framework for analyzing Bayesian inference algorithms in probabilistic programming, using quasi-Borel spaces and synthetic measure theory to validate common inference methods.

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

International Centre for Theoretical Sciences

Introduction to Probability and Bayesian Inference - Lecture 1

Explore probability fundamentals and Bayesian inference principles in this comprehensive lecture, laying the groundwork for advanced data assimilation techniques in weather and climate modeling.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Bayesian Inference - Lecture 2

Explore Bayesian inference principles, methods, and applications in data assimilation for weather and climate modeling. Gain insights into uncertainty estimation and practical implementation.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video