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 Online Course

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

5605 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

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)

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 Online Course

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 Online Course

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

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 Online Course

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 Online Course

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 Online Course

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 Online Course

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 Online Course

International Centre for Theoretical Sciences

ML for Microbial Genomics by Janani Ravi

Explore machine learning applications in microbial genomics, focusing on data analysis techniques and their relevance to understanding microbial genetic structures and functions.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Online Course

International Centre for Theoretical Sciences

Big Data in Biology - How EMBL Delivers Big Data for Biology, and Some Highlights

Explore how EMBL manages and utilizes big data in biology, with insights on key developments and applications in genomics and bioinformatics.

• YouTube
• 45 minutes
• On-Demand
• Free Online Course