Active Inference

Code written to understand Karl Friston on Active Inference

Subfolders

Folder	Description
bogacz	Code based onA tutorial on the free-energy framework for modelling perception and learning, by Rafal Bogacz
book	Programs based on Parr, Pezzulo, Friston 2022 Textbook
mnist	Exploring use of Active Inference for Pattern Recognition
pymdp_demos	Various pydmp demos
step_by_step	A Step-by-Step Tutorial on Active Inference and its Application to Empirical Data
lawki	Life as we Know it

Miscellaneous

File	Remarks
ai.bib	Bibliography
ai.tex	Derivations of equations

ai.wpr|Project for Python Code template.py|Template for creating additional programs

The code has been developed and tested using the following versions of Python and its libraries.

Library	Version
python	3.14.0
numpy	2.3.4
matplotlib	3.10.7
pymdp	0.0.7.1
seaborn	0.13.2