Examples

These examples can be found in the <keras-spiking>/docs/examples directory (where <keras-spiking> is the location of the KerasSpiking package). The examples are Jupyter notebooks; if you would like to run them yourself, refer to the Jupyter documentation.

Alternatively, you can use Google Colab to run the examples online. Note that when running on Colab you will need to add the line !pip install keras-spiking[docs] at the top of each notebook, in order to install the necessary requirements.

• Classifying Fashion MNIST with spiking activations
  • Loading data
  • Non-spiking model
  • Spiking model
  • Simulation time
  • Spiking aware training
  • Spike rate regularization
  • Lowpass filtering
  • Summary
• Estimating model energy
  • Assumptions
  • Using ModelEnergy
  • Adding custom devices
  • Temporal processing
  • Using SpikingActivation layers
  • Deploying to real devices
  • Summary