Notebooks

• probprog/PP3 - variational Bayesian inference
• probprog/PP1 - Bayesian inference in conjugate models
• probprog/PP0 - Introduction Bayesian Machine Learning
• minis/prior playground
• minis/interactive data picker
• minis/Sum and product of Gaussians
• minis/Regression
• minis/Laplace Approximation
• minis/How to use this knowledge
• minis/Generative Classification
• minis/Gaussian inference
• minis/Distributions in Julia
• minis/2D data picker
• lectures/The Multinomial Distribution
• lectures/The Gaussian Distribution
• lectures/Regression
• lectures/Probability Theory Review
• lectures/Machine Learning Overview
• lectures/Latent Variable Models and VB
• lectures/Intelligent Agents and Active Inference
• lectures/Generative Classification
• lectures/Factor Graphs
• lectures/Dynamic Models
• lectures/Discriminative Classification
• lectures/Course Syllabus
• lectures/Bayesian Machine Learning
• exercises/cheatsheet
• exercises/Solutions-The-Multinomial-Distribution
• exercises/Solutions-The-Gaussian-Distribution
• exercises/Solutions-Regression
• exercises/Solutions-Probability-Theory-Review
• exercises/Solutions-Latent-Variable-Models-and-VB
• exercises/Solutions-Intelligent-Agents-and-Active-Inference
• exercises/Solutions-Factor-Graphs
• exercises/Solutions-Dynamic-Models
• exercises/Solutions-Classification
• exercises/Solutions-Bayesian-Machine-Learning
• exercises/Oral-Exam-Example
• exercises/Exercises
• exercises/Exercises-The-Multinomial-Distribution
• exercises/Exercises-The-Gaussian-Distribution
• exercises/Exercises-Regression
• exercises/Exercises-Probability-Theory-Review
• exercises/Exercises-Machine-Learning-Overview
• exercises/Exercises-Latent-Variable-Models-and-VB
• exercises/Exercises-Intelligent-Agents-and-Active-Inference
• exercises/Exercises-Factor-Graphs
• exercises/Exercises-Dynamic-Models
• exercises/Exercises-Classification
• exercises/Exercises-Bayesian-Machine-Learning