Table of Contents:
“...-- 4.1.1 Formal Definition -- 4.2 Hardware and Software Support -- 4.2.1 Hardware -- 4.2.2 Software -- 4.2.3 Container -- 4.3 Technologies Enabling Edge Intelligence -- 4.3.1 Compression Techniques -- 4.3.2 Hardware-Software Codesign for Edge Optimization -- 4.3.3 Applying Deep Learning Models on Resource-Constrained Edges -- 4.4 Edge Intelligent System Design and Optimization -- 4.4.1 Training on Edge -- 4.4.2 Model Inference on Edge -- 4.5 Summary and Practice -- 4.5.1 Summary -- 4.5.2 Practice Questions -- 4.5.3 Course Projects -- 5 Challenges and Solutions in Edge
Computing -- 5.1 Programmability and Data Management -- 5.1.1 Programmability -- 5.1.2 Automatic
Program Partitioning -- 5.1.3
Naming Conventions -- 5.1.4 Data Abstraction -- 5.2 Resource Allocation and Optimization -- 5.2.1 Scheduling Strategies -- 5.2.2 Data Offloading and Load Balancing -- 5.2.3 Optimization Metrics -- 5.3 Security, Privacy, and Service Management -- 5.3.1 Privacy Protection and Security -- 5.3.2 Edge Service Management -- 5.4 Deployment Strategies and Integration -- 5.4.1 Edge Nodes Deployment -- 5.4.2 Deployment of AI Models on Resource-Constrained Edge Devices -- 5.4.3 Integration with Vertical Industries -- 5.4.4 Hardware and Software Selection -- 5.5 Foundations and Business Models -- 5.5.1 Theoretical Foundations -- 5.5.2 Business Models -- 5.6 Summary and Practice -- 5.6.1 Summary -- 5.6.2 Practice Questions -- 5.6.3 Course Projects -- 6 Future Trends and Emerging Technologies -- 6.1 Edge
Computing and New Paradigm -- 6.1.1 Related New Paradigms -- 6.1.2 What Is New for Edge
Computing -- 6.1.3 Future -- 6.2 Integration with Artificial Intelligence -- 6.2.1 Basic Overview and Why Need Edge
Computing -- 6.2.2 Integrating LLM with Edge
Computing -- 6.2.3 Integration with Generative AI -- 6.2.4 Applications and Future -- 6.3 6G and Edge
Computing -- 6.3.1 Basic Understanding for 6G -- 6.3.2 Mutual Influence: 6G and Edge
Computing -- 6.3.3 Potential Applications and Challenges -- 6.4 Edge
Computing in Space Exploration -- 6.4.1 Basic Concepts -- 6.4.2 Advanced Concepts and Architecture -- 6.4.3 Advanced Scenarios and Challenges -- 6.5 Summary and Practice -- 6.5.1 Summary -- 6.5.2 Practice Questions -- 6.5.3 Course Projects -- 7 Case Studies and Practical Applications -- 7.1 Manufacturing -- 7.2 Telecommunications -- 7.3 Healthcare -- 7.4 Smart Cities -- 7.5 Internet of Things -- 7.6 Retail -- 7.7 Autonomous Vehicles -- 7.8 Summary and Practice -- 7.8.1 Summary -- 7.8.2 Practice Questions -- 7.8.3 Course Projects -- 8 Privacy and Bias in Edge
Computing -- 8.1 Privacy in Edge
Computing -- 8.1.1 Privacy Concerns at Edge
Computing -- 8.1.2 Various Forms of Privacy -- 8.1.3 Introduction of Privacy-Preserving Techniques -- 8.1.4 Open Research Problems -- 8.2 Accessibility and Digital Divide -- 8.2.1 What Is Bias? ...
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