plotlabs/snns-in-tensorflow

Implementation of a Spiking Neural Network in Tensorflow.

Spiking Neural Networks in Tensorflow

A guide on how to implement Spiking Neural Networks in Tensorflow.

Tensorflow does not natively support SNNs, which means using core tf methods and API to implement them.

Hodgkin-Huxley Model

For the actual implementation, a Biophysical model (i.e., a Hodgkin-Huxley model) is used, based on: Izhikevich, Eugene M. Dynamical systems in neuroscience : the geometry of excitability and bursting. Cambridge, Mass. London: MIT Press, 2010, Chapter 8.

Running

After cloning the repository, run

pip install -r requirements.txt

to install the dependencies.

Upcoming work

Work is currently underway to demonstrate the application of an SNN to a classification task.

snns-in-tensorflow's Issues

question about the model

Are there any detailed references to the model you implemented ?

Thanks