Beginning Artificial Intelligence with the Raspberry Pi (Paperback)

Chapter 1 title: Introduction to Artificial Intelligence - Explain what AI is and is not. - Establish why it is important and how it may be used - What is the state of AI today and how is it developing? Chapter 2 title: Basic AI Concepts - What is inference? - Introduce the concept of the expert system - What is machine learning? Detail the various branches of ML. - Is fuzzy logic really fuzzy? Explain how it is used in real-world control situations Chapter 3 title: The Raspberry Pi and an Expert System - Introduce the Prolog language - Demonstrate a simple expert system running on the Raspberry Pi with Prolog - Simple Q&A demonstration using an expert system Chapter 4 title: Some Simple AI Games - Introduce the Python language to implement several games demonstrating AI behavior - Paper, rock, scissors - Nim (or sometimes referred to as pepple pickup) - The "wave" demonstrating emergent behavior - "Tic-Tac-Toe" and an expert system Chapter 5 title: Fuzzy Logic Control Project - Use Prolog to create FL sets - Integrate expert system knowledge into the FL control algorithms - Demonstrate FL control using a Raspberry Pi with a light sensor and LED indicators Chapter 6 title: Machine Learning - Shallow - Explore shallow learning - Simple demonstration about learning a favorite color - Naive Bayesian decisions and decision trees Chapter 7 title: Machine Learning - Deep with Neural Networks- Explore deep learning - Simple two-layer neural network - Neural network demonstration using Python Chapter 8 title: Machine Learning - Deep with Genetic Algorithms - Explore how to create a genetic algorithm - Implement a "longest-path" algorithm for a virtual robot - Demonstrate the algorithm using a Raspberry Pi controlled "Boe-bot" robotic car Chapter 9 title: Computer Vision - What is computer vision and how is it related to AI? - Introduction to the Wolfram Language (WL) and Mathematica as run on the Raspberry Pi - Several CV demonstrations using WL/Mathematica using the PiCamera as well raw image data from the Wolfram Research servers Chapter 10 title: Subsumption - What is subsumption? - Explanation of a virtual subsumption robotic model - An actual subsumption demonstration using the Boe-bot robot from chapter 8.