TinyML Foundations and Applications on Arduino Microcontrollers with MATLAB
暫譯: 使用 MATLAB 在 Arduino 微控制器上學習 TinyML 基礎與應用
Bai, Ying
- 出版商: CRC
- 出版日期: 2026-10-19
- 售價: $3,020
- 貴賓價: 9.5 折 $2,869
- 語言: 英文
- 頁數: 372
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1041329458
- ISBN-13: 9781041329459
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相關分類:
Arduino、Matlab、Machine Learning
尚未上市，無法訂購
相關主題
商品描述
This book is a comprehensive guide to TinyML, focusing on its foundations and practical applications using Arduino microcontrollers and MATLAB(R). It will empower readers with the knowledge and skills to implement machine learning models on resource-constrained devices, bridging the gap between cutting-edge technology and real-world applications. With an emphasis on innovation, efficiency, and accessibility, the book provides a roadmap for leveraging TinyML to solve complex problems in areas such as IoT, robotics, and embedded systems.
The content is structured to offer a seamless learning experience, starting with the fundamentals of TinyML and progressing to advanced techniques for deploying models on Arduino microcontrollers. Readers will explore topics such as data preprocessing, feature extraction, and model optimization, all within the MATLAB(R) environment. Practical examples and hands-on projects are included to demonstrate key concepts, from building predictive models to implementing real-time applications. Each chapter is designed to provide actionable insights, ensuring readers can apply their knowledge to diverse scenarios.
With its accessible language and practical focus, this book is a valuable tool for professionals and educators in IoT, automation, and smart systems, offering a dependable guide for learning or teaching TinyML concepts.
商品描述(中文翻譯)
本書是一本全面介紹 TinyML 的指南，著重於其基礎概念，以及使用 Arduino 微控制器與 MATLAB(R) 的實務應用。本書將協助讀者建立在資源受限裝置上實作機器學習模型所需的知識與技能，縮小尖端技術與實際應用之間的差距。本書強調創新、效率與可近性，提供運用 TinyML 解決複雜問題的實作藍圖，涵蓋 IoT、機器人技術與嵌入式系統等領域。
本書內容經過完整規劃，旨在提供流暢的學習體驗：從 TinyML 的基礎開始，逐步進階至在 Arduino 微控制器上部署模型的進階技術。讀者將在 MATLAB(R) 環境中探索資料前處理、特徵擷取與模型最佳化等主題。本書也包含實務範例與動手實作專案，用以示範從建立預測模型到實作即時應用程式等重要概念。每一章皆提供可立即應用的洞見，確保讀者能將所學知識運用於各種情境。
本書採用易於理解的語言，並著重於實務應用，是 IoT、自動化與智慧系統領域專業人士及教育工作者的寶貴工具，可作為學習或教授 TinyML 概念時值得信賴的指南。
作者簡介
Dr. Ying Bai is a Professor in the Department of Computer Science and Engineering at Johnson C. Smith University located at Charlotte, North Carolina. His special interests include: Artificial intelligence, soft-computing, database programming, fuzzy logic controls, automatic and robots controls, as well as robots calibrations. His industry experience includes positions as software and senior software engineers at companies such as Motorola MMS, Schlumberger ATE Technology, Immix TeleCom, and Lam Research. Since 2003, Dr. Bai has published 22 books with publishers such as Prentice Hall, CRC Press LLC, Springer, Cambridge University Press and Wiley IEEE Press. He also published about 80 academic research papers in IEEE Trans. journals and international conferences. Most books are about AI foundations and applications with MATLAB, micro-controller controls and programming, fuzzy logic implementations, classical and modern controls, cross-language interface programming, database programming and applications.
作者簡介(中文翻譯)
Ying Bai 博士是位於 North Carolina 州 Charlotte 的 Johnson C. Smith University 電腦科學與工程系教授。他的專長包括人工智慧（Artificial Intelligence）、軟計算（soft computing）、資料庫程式設計、模糊邏輯控制、自動化與機器人控制，以及機器人校正。他曾在 Motorola MMS、Schlumberger ATE Technology、Immix TeleCom 和 Lam Research 等公司擔任軟體工程師及資深軟體工程師，具備豐富的業界經驗。
自 2003 年起，Bai 博士已與 Prentice Hall、CRC Press LLC、Springer、Cambridge University Press 和 Wiley IEEE Press 等出版社合作出版 22 本書。他也在 IEEE Transactions 期刊及國際會議上發表約 80 篇學術研究論文。這些著作大多探討人工智慧基礎與 MATLAB 應用、微控制器控制與程式設計、模糊邏輯實作、古典與現代控制、跨語言介面程式設計，以及資料庫程式設計與應用。
