Boltzman Machine
A Boltzmann Machine is a network of symmetrically connected, neuronlike units that make stochastic decisions about whether to be on or off.
Restricted Boltzman Machine(RBM)
A restricted Boltzmann machine (RBM) is a special type of a Boltzmann machine where the pair interactions are restricted to be between an observed set of units and an unobserved set of units. Restricted boltzman machine is a bipartite graph, where hidden units are connected to visible units and there are no inter connection with in the layer.
Requirements
Python
Works for python3. Tested with version 3.9.5.
Libraries
To install all the required libraries run pip install -r requirements.txt
Implementation
Boltzman machine is implemented int the notebook file and if you want the code for math behind the scenes it it in boltzman.py.
Run
To test the result of the boltzman machine, run python boltzman_test.py and it will store the result in output.png
Output
Resources
Restricted Boltzman Machine
Wikipedia
Introduction to RBM