Deep Learning for Side-Channel Analysis

Get a general introduction to deep learning techniques and how they can be applied to profiled side-channel attacks. You'll explore why deep learning improves side-channel analysis and how these techniques compare to traditional approaches.

Learn how Convolutional Neural Networks can improve side-channel analysis, leveraging their translation invariance property to overcome trace desynchronization. You'll learn how to apply CNNs to strengthen your attacks.

Take your deep learning skills further with hyperparameter search to optimize your side-channel network, sensitivity analysis to detect points of interest, non-profiled deep learning attacks, and deep learning-based leakage assessment.