Practical Artificial Intelligence Programming With Java
Practical Artificial Intelligence Programming With Java
Sixth Edition (February 2023)
About the Book
This book covers a variety of topics dealing with Artificial Intelligence, Neural Networks and Deep Learning, Information Gathering, and two new chapters on the Semantic Web (and one previous chapter on the Semantic Web that has been heavily modified)
The book example code is dual licenced under the Apache 2 and GPL 3 licenses. You may want to look at the book example programs at the github repository for this book before purchasing this book.
All of my Leanpub books, including this book, can be read for FREE on my web site: https://markwatson.com/
About the Author
Table of Contents
-
Preface
- Personal Artificial Intelligence Journey
- Maven Setup for Combining Examples in this Book
- Software Licenses for Example Programs 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
-
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
-
Using Local LLMs Using 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
-
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
-
Genetic Algorithms
- Theory
- Java Library for Genetic Algorithms
- Finding the Maximum Value of a Function
-
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
-
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
-
Information Gathering
- Web Scraping Examples
- Client for GeoNames Service
- Wrap-up for Information Gathering
-
Resolve Entity Names to DBPedia References
- DBPedia Entities
- Wrap-up for Resolving Entity Names to DBPedia References
-
Semantic Web
- Available Tools
- Relational Database Model Has Problems Dealing with Rapidly Changing Data Requirements
- RDF: The Universal Data Format
- Extending RDF with RDF Schema
- The SPARQL Query Language
- Using Jena
- OWL: The Web Ontology Language
- Semantic Web Wrap-up
-
Automatically Generating Data for Knowledge Graphs
- Implementation Notes
- Generating RDF Data
- KGCreator Wrap Up
-
Knowledge Graph Navigator
- Entity Types Handled by KGN
- General Design of KGN with Example Output
- UML Class Diagram for Example Application
- Implementation
- Wrap-up
- Conclusions
The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earnedover $13 millionwriting, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
