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Wouter Kouw's Projects

actinf-acrobot icon actinf-acrobot

Design of an acrobot stabilization controller using active inference.

actinf-cartpole icon actinf-cartpole

Design of a cartpole stabilization controller using active inference.

anoise-lqr icon anoise-lqr

Linear-Quadratic Gaussian control with adaptive noise estimation through variational Bayes.

arx-aia icon arx-aia

Message-passing-based active inference agent with autoregressive generative model.

bayes-filters icon bayes-filters

Archive of personal implementations of various Bayesian filters.

bayespy icon bayespy

Bayesian Python: Bayesian inference tools for Python

biaslab-hugo icon biaslab-hugo

Repository with content of BIASlab website for Hugo static site generator.

bullet3 icon bullet3

Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

cd-powells icon cd-powells

Powell's example of cyclic non-convergence in coordinate descent with exact minimization

covshift-skewness icon covshift-skewness

Sampling skewness of importance-weighted risk estimator for machine learning under covariate shift.

filterpy icon filterpy

Python Kalman filtering and optimal estimation library. Implements Kalman filter, particle filter, Extended Kalman filter, Unscented Kalman filter, g-h (alpha-beta), least squares, H Infinity, smoothers, and more. Has companion book 'Kalman and Bayesian Filters in Python'.

flda icon flda

Feature-level domain adaptation

forneylab.jl icon forneylab.jl

Julia package for automatically generating Bayesian inference algorithms through message passing on Forney-style factor graphs.

gfx icon gfx

ForneyLab.jl factor node for generalised filtering with exogenous input.

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

larx icon larx

ForneyLab.jl factor node for a latent autoregressive model with exogenous input.

libtlda icon libtlda

Library of transfer learners and domain-adaptive classifiers.

mrai-net icon mrai-net

MR acquisition-invariant neural network

narx-efe icon narx-efe

An active inference agent based on expected free energy minimization with a nonlinear autoregressive exogenous model.

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