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

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

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

Microcredential

Advanced Machine Learning

Comprehensive exploration of cutting-edge machine learning techniques, from deep learning to Bayesian methods, with practical insights from top Kaggle practitioners and CERN scientists for real-world application.

• Coursera
• 43 weeks, 6 hours a week
• On-Demand
• Paid Course
• 7 courses

Recommender Systems and Deep Learning in Python

5651 ratings at Udemy

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

• Udemy
• 12 hours 31 minutes
• On-Demand
• Paid Course

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

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

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)

Interpreting Data with Advanced Statistical Models

17 ratings at Pluralsight

Machine Learning is changing the world and at the very core of machine learning are advanced statistical models. With this course, you will know how to create an ML application for problems that appear at your work and understand the basis behind it

• Pluralsight
• 3-4 hours
• On-Demand
• Free Trial Available

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

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

International Centre for Theoretical Sciences

Prediction of Survival Analysis for Cancer Patients

Explore survival analysis prediction for cancer patients using machine learning techniques. Learn to harness computational methods for improved patient outcome forecasting and healthcare decision-making.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Artificial Intelligence in Medical Imaging for Precision Medicine by Vaanathi Sundaresan

Explore AI applications in medical imaging for precision medicine, covering deep learning techniques, image analysis, and their impact on diagnosis and treatment planning.

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

International Centre for Theoretical Sciences

Automating Bone Age Assessment from Pediatric Xrays

Learn to automate bone age assessment from pediatric X-rays using machine learning techniques. Explore practical applications in healthcare for more efficient and accurate diagnoses.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video