Rockpool
  • About Rockpool

The basics

  • Installing Rockpool and contributing
  • A simple introduction to spiking neurons
  • Introduction to Rockpool
  • 👋 Hello MNIST with Rockpool
  • Working with time series data
  • Standard modules
  • 🐡 The sharp points of Rockpool 🐚

In depth

  • 🛠 Low-level Module API
  • ⏱ High-level TimedModule API
  • [𝝺] Low-level functional API
  • 🏃🏽‍♀️ Training a Rockpool network with Jax
  • 👩🏽‍🔬 Advanced Jax training topics
  • 🔥 Building Rockpool modules with Torch
  • 👩🏼‍🚒 Training a Rockpool network with Torch
  • How To: Configure and perform constrained optimization in Rockpool

Tutorials

  • ∇ Gradient descent training of a rate-based recurrent network
  • ⚡️ Training a spiking network with Jax
  • ⚡️ Training a spiking network with Torch
  • 🐰 Easter with Rockpool 🥚
  • 👹 Adversarial training
  • 🔊 Training an audio classification task using Torch 🔥
  • WaveSense: Training a Spiking Neural Network with Temporal Convolutions
  • The SynNet architecture

Xylo™ inference processors

  • 🐝 Overview of the Xylo™ family
  • 🐝🎵 Introduction to Xylo™Audio
  • 🐝⚡️ Quick-start with Xylo™ SNN core
  • Training a spiking network to deploy to the Xylo™ digital SNN

Xylo™Audio 2

  • Using the analog frontend model

Xylo™Audio 3

  • 🐝⚡️ Quick start with Xylo™Audio 3
  • Operation types of XyloAudio 3
  • Using AFESim as an audio transform
  • Using XyloSamna and XyloMonitor to deploy a model on XyloAudio 3 HDK
  • Bandpass Filtering In Audio Front End (AFE) Of Xylo™Audio 3

Xylo™IMU

  • 🐝💨 Introduction to Xylo™IMU
  • ∿ The Xylo™IMU preprocessing interface
  • 🧑‍🏫 Specifying IMU preprocessing parameters

DYNAP-SE2 mixed-signal processor

  • Overview of Dynap-SE2
  • Quick Start with Dynap-SE2
  • DynapSim Neuron Model
  • Training a spiking network to deploy to Dynap-SE2

Advanced topics

  • Computational graphs in Rockpool
  • Graph mapping
  • 🧠 ⇌ 💾 Import / export between toolchains with NIR
  • Rockpool Parameter handling
  • Typehints in Rockpool
  • Performance benchmarks for LIF layers in Rockpool
  • Full API summary for Rockpool
  • Change log

Developer documentation

  • UML diagrams for Rockpool
  • Using the backend management system
  • Dynap-SE2 developer notes
  • Notes for developers
Rockpool
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