Machine learning on commodity tiny devices : theory and practice /: theory and practice. (2022)

• Record Type: Book
• Further Information: Note: Song Guo and Qihua Zhou.
• Authors: (Computer scientist), Guo, Song; Zhou, Qihua, 1992-
• Contents: 1. Introduction 2. Fundamentals: On-device Learning Paradigm 3. Preliminary: Theories and Algorithms 4. Model-level Design: Computation Acceleration and Communication Saving 5. Hardware-level Design: Neural Engines and Tensor Accelerators 6. Infrastructure-level Design: Serverless and Decentralized Machine Learning 7. System-level Design: from Standalone to Clusters 8. Application: Image-based Visual Perception 9. Application: Video-based Real-time Processing 10. Application: Privacy, Security, Robustness and Trustworthiness in Edge AI
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2022
• Extent: 1 online resource
• Subjects: 004.16; Embedded computer systems; Machine learning
• Languages: English
• ISBNs: 9781000780383; 9781000780352; 9781003340225
• Related ISBNs: 9781032374239
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.