Relevant Links

Here you will find some info, papers, and projects that motivate and inspire us!

Deep Learning deployment on Embedded Devices

• SOFIE

  Code generation for fast inference of Deep Learning models by CERN.
  Initial tests on Bela

• Edge Impulse

  Platform for machine learning on edge devices.
  GitHub Repo
  Example

• DeepLearningForBela

  Deep Learning deployment toolchain and examples for Bela

• RTNeural

  Fast Inference of DNNs for DSP on C++

• Tensorflow Lite

  Optimize, compile, and run Tensorflow Models on C++
  Examples

• MiniDNN

  C++ Header-only library for training and inference on the Edge. (Tested on Bela)

• Tract

  Deploy ONNX and Tensorflow models in Rust

• AutoFlow

  Deploy DNN models on MCUs or FPGAs using a GUI

• uPytorch

  Pytorch for MicroPython

• Other DNN compiler projects

  We are interested in testing these compilers in Bela.

  • torch-MLIR
  • plaid
  • glow
  • NNC
  • Apache TVM
  • IREE

• Tools for Intelligent Instruments

  Python tools for prototyping intelligent instruments.

Curated list of ML papers applied to DSP

https://github.com/GuitarML/mldsp-papers

Get in touch :)

We use the Intelligent Instruments Lab Discord server
(look for the #embedded channel)