TinyML
by Pete Warden, Daniel Situnayake · first published 2020
3mentions
2recommended by
3HN commenters
2021–2024first – last mentioned
67% recommend33% neutral
Affiliate links. As an Amazon Associate I earn from qualifying purchases.
This book has a good example using Tensorflow Lite on a micro controller for speech recognition on a few commands, that would probably work for different sounds: https://www.amazon.com/TinyML-Learning-TensorFlow-Ultra-Low-... (And it's overall a nice book, very easy to read and follow along the examples)
on “Ask HN: Best method to classify short audio events in real time?” ↗The TinyML book by Pete Warden and Daniel Situnayake is an invaluable resource to getting started! Above all else I would recommend coming up with the top level details of a potential project as you work through…
on “Quantization and Deployment of Deep Neural Networks on Microcontrollers” ↗I think TinyML has pretty close tie to Pete Warden / Useful Sensors, who led TF Lite back in Google.
on “TinyML: Ultra-low power machine learning” ↗