Energy Efficiency and Robustness of Advanced Machine Learning Architectures: A Cross-Layer Approach

Machine Learning (ML) algorithms have shown a high level of accuracy, and applications are widely used in many systems and platforms. However, developing efficient ML-based systems requires addressing three problems: energy-efficiency, robustness, and techniques that typically focus on optimizing for a single objective/have a limited set of goals.

This book tackles these challenges by exploiting the unique features of advanced ML models and investigates cross-layer concepts and techniques to...