ML Examples

Machine learning examples covering a number of Arm® technologies, in particular the Arm® Ethos™ NPU, Arm® Cortex®-based platforms, the Arm® Corstone™ reference platforms, and Arm® KleidiAI™.

Source code for machine learning tutorials and examples, see also Arm's AI/ML developer space.

Projects and tutorials

Ethos-U NPU on Corstone-300

Explore the Corstone-300 with Cortex-M55 and Ethos-U55 NPU. * Source code on GitHub

Ethos-U NPU direct drive on Corstone-1000

Home for direct-drive ML examples targeting the Arm® Corstone™-1000 reference platform with Arm® Cortex®-A320 and Arm® Ethos™-U85 on the FVP. * Source code on GitHub

KleidiAI examples

Examples showing ways to use the KleidiAI library * Source code on GitHub

Pruning and clustering in Ethos-U

An example of model compression techniques to significantly reduce bits per weight when using the Ethos family of NPUs. * Source code on GitHub

PyTorch™ / ExecuTorch™ example of training Conformer

Training the transformer based network Conformer for speech recognition and exporting to Ethos-U using ExecuTorch. * Source code on GitHub

RNN unrolling for .tflite format

Deploy a Jupyter notebook that will demonstrate how to train a Recurrent Neural Network (RNN) in TensorFlow™, and then prepare it for exporting to TensorFlow Lite format by unrolling it. * Source code on GitHub