Energy Efficiency and Robustness of Advanced Machine Learning Architectures is popular PDF and ePub book, written by Alberto Marchisio in 2024-11-14, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Energy Efficiency and Robustness of Advanced Machine Learning Architectures can be Read Online from any device for your convenience.
Energy Efficiency and Robustness of Advanced Machine Learning Architectures Book PDF Summary
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 engage both hardware and software-level methods to build robust and energy-efficient architectures for these advanced ML networks. More specifically, this book improves the energy efficiency of complex models like CapsNets, through a specialized flow of hardware-level designs and software-level optimizations exploiting the application-driven knowledge of these systems and the error tolerance through approximations and quantization. This book also improves the robustness of ML models, in particular for SNNs executed on neuromorphic hardware, due to their inherent cost-effective features. This book integrates multiple optimization objectives into specialized frameworks for jointly optimizing the robustness and energy efficiency of these systems. This is an important resource for students and researchers of computer and electrical engineering who are interested in developing energy efficient and robust ML.
Detail Book of Energy Efficiency and Robustness of Advanced Machine Learning Architectures PDF
- Author : Alberto Marchisio
- Release : 14 November 2024
- Publisher : CRC Press
- ISBN : 9781040165034
- Genre : Computers
- Total Page : 361 pages
- Language : English
- PDF File Size : 16,9 Mb
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