Beginning Artificial Intelligence with the Raspberry Pi

Beginning Artificial Intelligence with the Raspberry Pi
by: Donald J. Norris
ISBN-10: 1484227425
ISBN-13: 9781484227428
Edition 版次: 1st ed.
Publication Date 出版日期: 2017-07-08
Print Length 页数: 369
Gain a gentle introduction to the world of Artificial Intelligence (AI) using the Raspberry Pi as the computing platform. Most of the major AI topics will be explored,including expert systems,machine learning both shallow and deep,fuzzy logic control,and more!
AI in action will be demonstrated using the Python language on the Raspberry Pi. The Prolog language will also be introduced and used to demonstrate fundamental AI concepts. In addition,the Wolfram language will be used as part of the deep machine learning demonstrations.
A series of projects will walk you through how to implement AI concepts with the Raspberry Pi. Minimal expense is needed for the projects as only a few sensors and actuators will be required. Beginners and hobbyists can jump right in to creating AI projects with the Raspberry PI using this book.
What You’ll Learn
What AI is and―as importantly―what it is not
Inference and expert systems
Machine learning both shallow and deep
Fuzzy logic and how to apply to an actual control system
When AI might be appropriate to include in a system
Constraints and limitations of the Raspberry Pi AI implementation
Who This Book Is For
Hobbyists,makers,engineers involved in designing autonomous systems and wanting to gain an education in fundamental AI concepts,and non-technical readers who want to understand what AI is and how it might affect their lives.
Contents
Chapter 1: Introduction to Artificial Intelligence
Chapter 2: Basic AI Concepts
Chapter 3: Expert System Demonstrations
Chapter 4: Games
Chapter 5: Fuzzy Logic System
Chapter 6: Machine Learning
Chapter 7: Machine Learning: Artificial Neural Networks
Chapter 8: Machine Learning: Deep Learning
Chapter 9: Machine Learning: Practical ANN Demonstrations
Chapter 10: Evolutionary Computing
Chapter 11: Behavior-Based Robotics
Appendix A: Build Instructions for the Alfie Robot Car
使用Raspberry Pi作为计算平台，轻松引进人工智能世界（AI）。大部分的AI主题将被探索，包括专家系统，机器学习浅浅，模糊逻辑控制等等！
在行动中的AI将使用Raspberry Pi上的Python语言进行演示。 Prolog语言也将被介绍并用于演示基本的AI概念。此外，Wolfram语言将被用作深度机器学习演示的一部分。
一系列项目将引导您了解如何使用Raspberry Pi实施AI概念。项目需要最小的费用，因为只需要几个传感器和执行器。初学者和业余爱好者可以直接使用本书使用Raspberry PI来创建AI项目。
你会学到什么
什么是AI和 – 重要的是什么不是
推理和专家系统
机器学习浅浅
模糊逻辑和如何应用于实际的控制系统
当AI可能适合包含在系统中时
Raspberry Pi AI实施的限制和限制
这本书是谁
业余爱好者，制造商，参与设计自主系统并希望获得基本AI概念教育的工程师，以及想要了解AI是什么以及如何影响他们的生活的非技术读者。
目录
第1章: 人工智能介绍
第2章: 基本AI概念
第3章: 专家系统演示
第四章: 游戏
第五章: 模糊逻辑系统
第6章: 机器学习
第7章机器学习: 人工神经网络
第8章机器学习: 深度学习
第9章: 机器学习: 实践ANN演示
第10章: 进化计算
第11章: 基于行为的机器人
附录A: Alfie机器人车的构建说明
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