TinyChirp: Bird Song Recognition Using TinyML Models on Low-power Wireless Acoustic Sensors

2 code implementations • 31 Jul 2024 • Zhaolan Huang, Adrien Tousnakhoff, Polina Kozyr, Roman Rehausen, Felix Bießmann, Robert Lachlan, Cedric Adjih, Emmanuel Baccelli

And deploying these models to low power devices requires novel compression techniques and model architectures.

Fully-fused Multi-Layer Perceptrons on Intel Data Center GPUs

1 code implementation • 26 Mar 2024 • Kai Yuan, Christoph Bauinger, Xiangyi Zhang, Pascal Baehr, Matthias Kirchhart, Darius Dabert, Adrien Tousnakhoff, Pierre Boudier, Michael Paulitsch

We compare our approach to a similar CUDA implementation for MLPs and show that our implementation on the Intel Data Center GPU outperforms the CUDA implementation on Nvidia's H100 GPU by a factor up to 2. 84 in inference and 1. 75 in training.

Image Compression Physics-informed machine learning