Machine Learning for Edge Computing

ebook Frameworks, Patterns and Best Practices · Edge AI in Future Computing

By Amitoj Singh

cover image of Machine Learning for Edge Computing

Sign up to save your library

With an OverDrive account, you can save your favorite libraries for at-a-glance information about availability. Find out more about OverDrive accounts.

   Not today

Find this title in Libby, the library reading app by OverDrive.

Download Libby on the App Store Download Libby on Google Play

Search for a digital library with this title

Title found at these libraries:

Library Name Distance
Loading...

This book divides edge intelligence into AI for edge (intelligence-enabled edge computing) and AI on edge (artificial intelligence on edge). It focuses on providing optimal solutions to the key concerns in edge computing through effective AI technologies, and it discusses how to build AI models, i.e., model training and inference, on edge. This book provides insights into this new inter-disciplinary field of edge computing from a broader vision and perspective. The authors discuss machine learning algorithms for edge computing as well as the future needs and potential of the technology. The authors also explain the core concepts, frameworks, patterns, and research roadmap, which offer the necessary background for potential future research programs in edge intelligence.

The target audience of this book includes academics, research scholars, industrial experts, scientists, and postgraduate students who are working in the field of Internet of Things (IoT) or edge computing and would like to add machine learning to enhance the capabilities of their work.

This book explores the following topics:

  • Edge computing, hardware for edge computing AI, and edge virtualization techniques
  • Edge intelligence and deep learning applications, training, and optimization
  • Machine learning algorithms used for edge computing
  • Reviews AI on IoT Discusses future edge computing needs
  • Amitoj Singh is an Associate Professor at the School of Sciences of Emerging Technologies, Jagat Guru Nanak Dev Punjab State Open University, Punjab, India.

    Vinay Kukreja is a Professor at the Chitkara Institute of Engineering and Technology, Chitkara University, Punjab, India.

    Taghi Javdani Gandomani is an Assistant Professor at Shahrekord University, Shahrekord, Iran.

    Machine Learning for Edge Computing