Associative Memory and How to Win a Nobel Prize in Physics

I was attracted to artificial neural nets by their association with real neuronal nets. Hopfield networks always seemed so cool to me, and I've wanted to build out a Boltzmann machine for a while. Fortunately, Artem Kirsanov recently starting uploading new videos on these topics, reigniting this flame of mine. This repo will contain my notes on these topics, heavily taken from his videos, and a browser demo of the different networks.

Resources:

• Artem Kirsanov YouTube Vids
• Introduction to Neural Computation MIT OpenCourseWare
• Introduction to the Theory of Neural Computation Textbook
• PHZ4710 - Introduction to Biological Physics

TL;DR:

Hopfield Networks

Coming Soon 🔗

Boltzmann Machines

Restricted Boltzmann Machines