Bayesian Methods Courses and Certifications

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

UofU Data Science

Bayesian Learning and Maximum Likelihood Methods - Lecture 23

Explore probabilistic learning criteria through maximum a posteriori and maximum likelihood approaches, with practical examples of Bayesian learning applications.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

UofU Data Science

Bayesian Learning and Maximum Likelihood Methods - Lecture 23

Explore probabilistic learning criteria through maximum a posteriori and maximum likelihood examples, enhancing your understanding of Bayesian learning fundamentals.

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

Center for Language & Speech Processing(CLSP), JHU

Bayesian Nonparametric Methods for Complex Dynamical Phenomena

Discover Bayesian nonparametric approaches for modeling complex dynamical systems and time-varying phenomena through advanced statistical methods and machine learning techniques.

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

Hausdorff Center for Mathematics

Multilevel Markov Chain and Interacting Particle Methods for Bayesian Inverse Problems

Discover advanced multilevel Markov chain and particle methods for solving complex Bayesian inverse problems in computational mathematics.

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

STAT 415: Introduction to Mathematical Statistics

Theoretical exploration of statistical inference, covering estimation, hypothesis testing, regression, ANOVA, chi-square tests, and nonparametric methods. Develops understanding of advanced statistical concepts and techniques.

• OPEN.ED@PSU
• On-Demand
• Free Online Course

Pascal Poupart

Reinforcement Learning - Spring 2018

Master reinforcement learning algorithms that enable machines to learn from partial feedback, covering Markov processes, deep RL, bandits, and applications in robotics and games.

• YouTube
• 1 day 22 minutes
• On-Demand
• Free Video

MITCBMM

Dimensionality Reduction for Matrix- and Tensor-Coded Data

Explore matrix and tensor factorizations for data compression, including PCA, NMF, and CP tensor decomposition. Learn theoretical foundations and practical applications in scientific domains.

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

Paul G. Allen School

Data-Driven Understanding of Human Disease: From Machine Learning Methods to Biological Discoveries

Data-driven disease understanding: machine learning methods for genomic analysis, integrating model organism data with human studies to uncover disease mechanisms and genetic architecture.

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

OWASP Foundation

Prove It! - Confronting Security With Data

Explore data-driven methods to measure and improve security capabilities in rapidly scaling businesses, focusing on quantitative strategies and decision analysis techniques.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

Institute for Advanced Study

Operator Scaling via Geodesically Convex Optimization, Invariant Theory and Polynomial Identity Testing - Yuanzhi Li

Explore geodesically convex optimization, invariant theory, and polynomial identity testing in this advanced seminar on operator scaling, featuring key theorems and proofs.

• YouTube
• 1 hour 41 minutes
• On-Demand
• Free Video

Discover AI

Risk-Aware RAG for Smarter AI Reasoning (ARISE)

Discover ARISE, a novel framework using risk-adaptive Monte Carlo Tree Search to guide knowledge-augmented reasoning in LLMs, balancing exploration and exploitation for more robust and efficient reasoning capabilities.

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

International Centre for Theoretical Sciences

Artificial Intelligence in OBGYN Ultrasound by Suresh Seshadri

1 review

Explore AI applications in OBGYN ultrasound imaging, focusing on advanced techniques for improved diagnosis and patient care in obstetrics and gynecology.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Prediction in Immune Repertoires

Explore how the adaptive immune system predicts future threats by balancing new pathogen encounters with past infection experiences, using a dynamic Bayesian approach.

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

International Centre for Theoretical Sciences

Hypertension Burden and Interventions - Public Health Approach by Prabhdeep Kaur

Explore public health strategies for managing hypertension, including burden assessment and effective interventions. Learn about population-level approaches to prevent and control high blood pressure.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video