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A probabilistic programming language that combines automatic differentiation, automatic marginalization, and automatic conditioning within Monte Carlo methods.

C++ template library for probabilistic programming

Fast Bayesian Hidden Markov Model with Wavelet Compression

Code and Simulations using Bayesian Approximate Kernel Regression (BAKR)

A Bayesian grouped mixture of regressions model capable of estimating SNP marker effect sizes for multiple outcomes simultaneously

Homing Piegon is an inference framework implementing Variational Message Passing. It can be used to implement an Active Inference agent that performs planning using a Tree Search algorithm that can been seen as a form of Bayesian Model Expansion.

High-Performance Descriptive Statistics and Hypothesis Tests in C++20

Bayesian Functional Mixed Membership Models

Julia and C++ Implementations of the bayesian blocks algorithm https://arxiv.org/abs/1207.5578

Implement a 2 dimensional particle filter in C++ given a map and some initial localization information (analogous to what a GPS would provide). At each time step, the filter gets observation and control data

G-PhoCS is a software package for inferring ancestral population sizes, population divergence times, and migration rates from individual genome sequences.

Bayesian calibration of computer codes using sequential and adaptive approaches

MIC using Rcpp

An algorithm for bayesian regression with uncertainties in all dimensions.

Assessing tensions between Gaussian-distributed data

A bayesian network engine built as final project for the "Tópicos para ciencias de la computación" machine learning course on 2018 at UPC

All code used for Improving the stability of bivariate correlations using informative Bayesian priors: A Monte Carlo simulation study

Graduate level Artificial Intelligence coursework

Bayesian poissonian histogram decomposition engine for the GERDA experiment