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MATLAB.Machine.Learning 英文高清完整.pdf版下载
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上传时间: 2017-01-03
详细说明： This book is a comprehensive guide to machine learning with worked examples in MATLAB. It starts with an overview of the history of Artificial Intelligence and automatic control and how the field of machine learning grew from these. It provides descriptions of a ll major areas in machine learning. The book reviews commercially available packages for machine learning and shows how they fit into the field. The book then shows how MATLAB can be used to solve machine learning problems and how MATLAB graphics can enhance the programmer’s understanding of the results and help users of their software grasp the results. Machine Learning can be very mathematical. The mathematics for each area is introduced in a clear and concise form so that even casual readers can understand the math. Readers from all areas of engineering will see connections to what they know and will learn new technology. The book then provides complete solutions in MATLAB for several important problems in machine learning including face identification, autonomous driving, and data classification. Full source code is provided for all of the examples and applications in the book. What you'll learn An overview of the field of machine learning Commercial and open source packages in MATLAB How to use MATLAB for programming and building machine learning applications MATLAB graphics for machine learning Practical real world examples in MATLAB for major applications of machine learning in big data Who is this book for The primary audiences are engineers and engineering students wanting a comprehensive and practical introduction to machine learning. Table of Contents Part I Introduction to Machine Learning Chapter 1: An Overview of Machine Learning Chapter 2: The History of Autonomous Learning Chapter 3: Software for Machine Learning Part II MATLAB Recipes for Machine Learning Chapter 4: Representation of Data for Machine Learning in MATLAB Chapter 5: MATLAB Graphics: Chapter 6: Machine Learning Examples in MATLAB Chapter 7: Face Recognition with Deep Learning Chapter 8: Data Classification Chapter 9: Classification of Numbers Using Neural Networks Chapter 10: Kalman Filters Chapter 11: Adaptive Control Chapter 12: Autonomous Driving ...展开收缩
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