Preface
- Requests from the Author
- Personal Artificial Intelligence Journey
- Maven Setup for Combining Examples in this Book
- Acknowledgements
Search
- Representation of Search State Space and Search Operators
- Finding Paths in Mazes
- Finding Paths in Graphs
- Adding Heuristics to Breadth-first Search
- Heuristic Search and Game Playing: Tic-Tac-Toe and Chess
- Optional Practice Problems
Using the OpenAI Large Language Model APIs in Java
- Java Library to Use OpenAI’s APIs
- Example Applications
- Extraction of Facts and Relationships from Text Data
- Using LLMs to Summarize Text
- Optional Practice Problems
Using the Google Gemini Large Language Model APIs in Java
- Java Library to Use Google Gemini’s APIs
- Example Applications
- Wrap Up
- Optional Practice Problems
Using Local LLMs with Ollama in Java Applications
- Advantages of Using Local LLMs with Ollama
- Applications of Local LLMs with Ollama
- Java Library to Use Ollama’s REST API
- Example Using the Library
- Extraction of Facts and Relationships from Text Data
- Using LLMs to Summarize Text
- Optional Practice Problems
LangChain for Java as an Abstraction for Different Large Language Models
- Why Use an Abstraction Layer?
- Maven Project Setup
- Implementation: The OllamaLlmLangChain4j Class
- Prompt Templates: Two-Shot Entity Extraction
- Test Examples
- Running the Examples
- Wrap Up
- Optional Practice Problems
AgentScope Agent Oriented Framework.
- Using the Java Implementation of AgentScope: Hello World
- Using the Java Implementation of AgentScope: Tool Use
- Wrap Up: From Simple Chat to Autonomous Tool Use
- Optional Practice Problems
Anomaly Detection Machine Learning Example
- Motivation for Anomaly Detection
- Math Primer for Anomaly Detection
- AnomalyDetection Utility Class
- Example Using the University of Wisconsin Cancer Data
- Optional Practice Problems
Genetic Algorithms
- Theory
- Java Library for Genetic Algorithms
- Finding the Maximum Value of a Function
- Optional Practice Problems
Neural Networks
- Road Map for the Neural Network Example Code
- Backpropagation Neural Networks
- A Java Class Library for Back Propagation
- Adding Momentum to Speed Up Back-Prop Training
- Wrap-up for Neural Networks
- Optional Practice Problems
Natural Language Processing
- Overview of the NLP Library and Running the Examples
- Tokenizing, Stemming, and Part of Speech Tagging Text
- Named Entity Extraction From Text
- Automatically Assigning Categories to Text
- Text Clustering
- Wrapup
- Optional Practice Problems
Information Gathering
- Web Scraping Examples
- Web Spidering Using the Jericho Library
- Client for GeoNames Service
- Wrap-up for Information Gathering
- Optional Practice Problems
Resolve Entity Names to DBPedia References
- DBPedia Entities
- Library Implementation
