This tutorial describes real time digit recognition on the ESP32 P4. The process includes the creation of custom MNIST training data, training a CNN with PyTorch, and Int8 quantization using ESP PPQ.

Abstract: this research explores the vulnerability of convolutional neural networks (CNNs) to adversarial attacks, with a focus on the Fast Gradient Sign Method (FGSM) as a baseline threat model. The ...