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)