Bayesian Methods Courses and Certifications

Simons Institute

Nonparametric Bayesian Methods - Models, Algorithms, and Applications IV

Explore probabilistic models for graphs, edge exchangeability, and graph paintbox representations in this advanced machine learning lecture on nonparametric Bayesian methods.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

CEMRACS 2021 - Mathematical and Computational Methods for High-Dimensional Problems

Explore advanced mathematical methods including Bayesian data assimilation, deep neural networks theory, tensor networks, and high-dimensional function approximation techniques.

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

Probabilistic AI School

Variational Inference and Optimization - Lecture 2

Explore advanced concepts in variational inference and optimization techniques for probabilistic AI, presented by experts in the field at the Nordic ProbAI School 2023.

• YouTube
• 1 hour 39 minutes
• On-Demand
• Free Video

Isaac Newton Institute for Mathematical Sciences

On Feasible Set Estimation with Bayesian Active Learning

Explore Bayesian active learning techniques for feasible set estimation in mathematical sciences applications.

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

Bayesian Statistical Concepts and Methods

Master Bayesian methods for data analysis using posterior distributions, MCMC algorithms, and hierarchical models with R and Stan platform implementation.

• Coursera
• 5 hours 30 minutes
• On-Demand
• Paid Course

The National Centre for Research Methods

Advanced Bayesian Methods

Explore advanced Bayesian computational techniques including Metropolis Hastings, Gibbs sampling, and convergence assessment for efficient statistical analysis and modeling.

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

Recommender Systems and Deep Learning in Python

6235 ratings at Udemy

The most in-depth course on recommendation systems with deep learning, machine learning, data science, and AI techniques

• Udemy
• 12 hours 49 minutes
• On-Demand
• Paid Course

Generative AI for Healthcare Students and Professionals

17 ratings at Coursera

Explore generative AI's impact on healthcare through case studies, ethics, and future perspectives, equipping students and professionals with balanced, practical knowledge.

• Coursera
• 13 hours 36 minutes
• On-Demand
• Paid Course

NLP in Python: Probability Models, Statistics, Text Analysis

54 ratings at Udemy

Master Language Models, Hidden Markov Models, Bayesian Methods & Sentiment Analysis for Real-World Applications

• Udemy
• 6 hours 24 minutes
• On-Demand
• Paid Course

MD Anderson Cancer Center

CERTaIN: Pragmatic Clinical Trials and Healthcare Delivery Evaluations

Learn the fundamentals of pragmatic clinical trials, including study design and basic analytic methods.

• edX
• 3 weeks, 4-5 hours a week
• On-Demand
• Free Online Course (Audit)

Isaac Newton Institute for Mathematical Sciences

Uncertainty Quantification for Bayesian Inverse Problems - Efficient Methods in the Small Noise Regime

Explore efficient methods for uncertainty quantification in Bayesian inverse problems, focusing on small noise regimes and data-driven engineering applications.

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

Center for Language & Speech Processing(CLSP), JHU

Bayesian Nonparametric Methods for Complex Dynamical Phenomena - 2012

Explore Bayesian nonparametric approaches for modeling complex dynamical phenomena, focusing on Markov switching processes and their applications in various fields.

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

Imperial College London

The Universe, Probably - Bayesian Methods in Astronomical Discovery

Discover how Bayesian statistical methods unlock the secrets of the Universe through quasar detection, revealing cosmic mysteries and hidden astronomical phenomena.

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