| Description: |
Deep Learning with spiking neural networks is a hot topic in general and specifically in the neuromorphic field. In this workshop we will work together on applying and extending an algorithm that allows exact error-backpropagation in networks of LIF neurons (https://www.nature.com/articles/s42256-021-00388-x respectively https://arxiv.org/abs/1912.11443).
As a starting point, we provide insights into the theoretical aspect as well as an image classification example on the BrainScaleS-2 system, but are interested in collaborating on different applications and with other neuromorphic platforms.
Preparation: If you want to try out the code in simulation please clone the repository https://github.com/JulianGoeltz/fastAndDeep and follow the installation instructions in the README. |