边缘AI实践指南（影印版）
出版时间：2024年03月
“本书出色地介绍了如何将现代AI技术与嵌入式系统相结合。”
——Elecia White
Making Embedded Systems的作者兼Embedded podcast的主持人
“任何加入这个激动人心的新领域的人都将从这本书提供的深刻见解和清晰思路中受益。”
——Aurélien Geron
YouTube自动视频分类团队前负责人及畅销书作者
“我能想象得到这本书被用作参考资料，一次又一次地被阅读。”
——Fran Baker
Arm公司可持续发展与社会影响总监
边缘AI正在改变计算机与真实世界的交互方式，让物联网设备可以使用过去由于成本、带宽或功耗限制而被丢弃的绝大部分传感器数据做出决策。通过嵌入式机器学习等技术，开发者可以捕捉人类直觉并将其部署至任何目标 —— 从超低功耗微控制器到嵌入式Linux设备。
这本实用指南为包括产品经理和技术领导者在内的工程专业人士提供了一个端到端的框架，用于边缘AI解决现实世界中的工业、商业、科学问题。你将探索整个过程的每个阶段，从数据收集到模型优化，再到调优和测试，学习如何设计和支持边缘AI与嵌入式机器学习产品。边缘AI注定会成为系统工程师的标准工具。这份高级路线图会帮助你入门。
● 研习用于边缘设备的AI和机器学习专业知识
● 了解哪些项目最适合使用边缘AI解决
● 探索边缘AI应用的关键设计模式
● 学习开发AI系统的迭代工作流
● 建立一支有能力解决现实问题的团队
● 遵循负责任的AI流程，打造高效产品
● 专用系统：消费类、医疗、工业、汽车、航空航天
● PCB设计，包括可制造性、良率和低噪声
——Elecia White
Making Embedded Systems的作者兼Embedded podcast的主持人
“任何加入这个激动人心的新领域的人都将从这本书提供的深刻见解和清晰思路中受益。”
——Aurélien Geron
YouTube自动视频分类团队前负责人及畅销书作者
“我能想象得到这本书被用作参考资料，一次又一次地被阅读。”
——Fran Baker
Arm公司可持续发展与社会影响总监
边缘AI正在改变计算机与真实世界的交互方式，让物联网设备可以使用过去由于成本、带宽或功耗限制而被丢弃的绝大部分传感器数据做出决策。通过嵌入式机器学习等技术，开发者可以捕捉人类直觉并将其部署至任何目标 —— 从超低功耗微控制器到嵌入式Linux设备。
这本实用指南为包括产品经理和技术领导者在内的工程专业人士提供了一个端到端的框架，用于边缘AI解决现实世界中的工业、商业、科学问题。你将探索整个过程的每个阶段，从数据收集到模型优化，再到调优和测试，学习如何设计和支持边缘AI与嵌入式机器学习产品。边缘AI注定会成为系统工程师的标准工具。这份高级路线图会帮助你入门。
● 研习用于边缘设备的AI和机器学习专业知识
● 了解哪些项目最适合使用边缘AI解决
● 探索边缘AI应用的关键设计模式
● 学习开发AI系统的迭代工作流
● 建立一支有能力解决现实问题的团队
● 遵循负责任的AI流程，打造高效产品
● 专用系统：消费类、医疗、工业、汽车、航空航天
● PCB设计，包括可制造性、良率和低噪声
- Foreword
- 1. A Brief Introduction to Edge AI
- Defining Key Terms
- Why Do We Need Edge AI?
- Summary
- 2. Edge AI in the Real World
- Common Use Cases for Edge AI
- Types of Applications
- Building Applications Responsibly
- Summary
- 3. The Hardware of Edge AI
- Sensors, Signals, and Sources of Data
- Processors for Edge AI
- Summary
- 4. Algorithms for Edge AI
- Feature Engineering
- Artificial Intelligence Algorithms
- Summary
- 5. Tools and Expertise
- Building a Team for AI at the Edge
- Tools of the Trade
- Summary
- 6. Understanding and Framing Problems
- The Edge AI Workflow
- Do I Need Edge AI?
- Determining Feasibility
- Summary
- 7. How to Build a Dataset
- What Does a Dataset Look Like?
- The Ideal Dataset
- Datasets and Domain Expertise
- Data, Ethics, and Responsible AI
- Data-Centric Machine Learning
- Estimating Data Requirements
- Getting Your Hands on Data
- Storing and Retrieving Data
- Ensuring Data Quality
- Preparing Data
- Building a Dataset over Time
- Summary
- 8. Designing Edge AI Applications
- Product and Experience Design
- Architectural Design
- Accounting for Choices in Design
- Summary
- 9. Developing Edge AI Applications
- An Iterative Workflow for Edge AI Development
- Summary
- 10. Evaluating, Deploying, and Supporting Edge AI Applications
- Evaluating Edge AI Systems
- Deploying Edge AI Applications
- Supporting Edge AI Applications
- What Comes Next
- 11. Use Case: Wildlife Monitoring
- Problem Exploration
- Solution Exploration
- Goal Setting
- Solution Design
- Dataset Gathering
- DSP and Machine Learning Workflow
- Testing the Model
- Deployment
- Iterate and Feedback Loops
- AI for Good
- Related Works
- 12. Use Case: Food Quality Assurance
- Problem Exploration
- Solution Exploration
- Goal Setting
- Solution Design
- Dataset Gathering
- DSP and Machine Learning Workflow
- Testing the Model
- Deployment
- Iterate and Feedback Loops
- Related Works
- 13. Use Case: Consumer Products
- Problem Exploration
- Goal Setting
- Solution Design
- Dataset Gathering
- DSP and Machine Learning Workflow
- Testing the Model
- Deployment
- Iterate and Feedback Loops
- Related Works
- Index
书名：边缘AI实践指南（影印版）
国内出版社：东南大学出版社
出版时间：2024年03月
书号：978-7-5766-1300-1
原版书书名：AI at the Edge
原版书出版商：O'Reilly Media
The animal on the cover of AI at the Edge is a Siberian ibex (Capra sibirica). They can be found across Asia in places like China, Mongolia, Pakistan, and Kazakhstan. Siberian ibexes are essentially a large species of wild goat. The color of their fur ranges from dark brown to light tan with an occasional reddish tint. Males have large, black, ringed horns while females have smaller gray horns. Both sexes have beards. Their coat lightens in color during the winter and darkens during the summer. They tend to travel in single-sex herds of 5 to 30 animals.
The ideal habitat for Siberian ibexes is above the tree line on steep slopes and rocky scree. They can be found as low as 2,300 feet in semiarid deserts. Their diet consists mainly of grasses and herbs found in scrublands and grasslands.
Because Siberian ibexes are found in abundance in their natural habitat, they are considered a species of Least Concern even though their population is decreasing. Their biggest threat is hunting for food and poaching for sport. Many of the animals on O’Reilly covers are endangered; all of them are important to the world.
The ideal habitat for Siberian ibexes is above the tree line on steep slopes and rocky scree. They can be found as low as 2,300 feet in semiarid deserts. Their diet consists mainly of grasses and herbs found in scrublands and grasslands.
Because Siberian ibexes are found in abundance in their natural habitat, they are considered a species of Least Concern even though their population is decreasing. Their biggest threat is hunting for food and poaching for sport. Many of the animals on O’Reilly covers are endangered; all of them are important to the world.
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