Probabilistic language based on pattern matching and constraint propagation, 153 examples

Sample code for the Model-Based Machine Learning book.

Simple Bayesian Regression demo on Challenger disaster data.

Simple demo of Zero-Inflated Poisson (ZIP) model using Infer.NET framework

Printer Nightmare Belief Network from D. Barber "Bayesian Reasoning and Machine Learning"

Demo of Randomized Response model (Infer.NET)

Learning to Rank (LtR) using Infer.NET

Inferring coin biases in a model with latent selector variable

Model selection demo using gates.

Implementation of Dirk Hovy's MACE algorithm (NAACL 2013)

Infer.NET: Calibrating reviews of conference submissions

Bernoulli Mixture Model implementation in Infer.NET

Machine Learning Summer School 2009 workshop example

Markov Chain Mixture Model implementation in C# using Infer.NET

Simple A/B testing demo of Beta-Binomial model

MBML Assessing People's Skills (Infer.NET)

John Winn example on causality