Practical Artificial Intelligence Programming With Java
Practical Artificial Intelligence Programming With Java
Fifth Edition (July 2020)
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.
This book (and all of my Leanpub books) are also available for free on my web site https://markwatson.com/books/ if you would like them for free.
About the Author
Table of Contents
- Preface
-
Introduction
- Other JVM Languages
- Github Repository for Book Software
- Use of Java Generics and Native Types
- Notes on Java Coding Styles Used in this Book
- Book Summary
-
Search
- Representation of Search State Space and Search Operators
- Finding Paths in Mazes
- Finding Paths in Graphs
- Adding Heuristics to Breadth First Search
- Search and Game Playing: Tic-Tac-Toe and Chess
-
Reasoning
- Logic
- PowerLoom Overview
- Running PowerLoom Interactively
- Using the PowerLoom APIs in Java Programs
- Suggestions for Further Study
-
Semantic Web
- 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 Sesame
- OWL: The Web Ontology Language
- Knowledge Representation and REST
- Material for Further Study
-
Expert Systems
- Production Systems
- The Drools Rules Language
- Using Drools in Java Applications
- Example Drools Expert System: Blocks World
- Example Drools Expert System: Help Desk System
- Notes on the Craft of Building Expert Systems
-
Genetic Algorithms
- Theory
- Java Library for Genetic Algorithms
- Finding the Maximum Value of a Function
-
Machine Learning with Weka
- Using Weka’s Interactive GUI Application
- Interactive Command Line Use of Weka
- Embedding Weka in a Java Application
- Suggestions for Further Study
-
Neural Networks
- Hopfield Neural Networks
- Java Classes for Hopfield Neural Networks
- Testing the Hopfield Neural Network Class
- Back Propagation Neural Networks
- A Java Class Library for Back Propagation
- Adding Momentum to Speed Up Back-Prop Training
-
Statistical Natural Language Processing
- Tokenizing, Stemming, and Part of Speech Tagging Text
- Named Entity Extraction From Text
- Using the WordNet Linguistic Database
- Automatically Assigning Tags to Text
- Text Clustering
- Spelling Correction
- Hidden Markov Models
- Wrapup
-
Information Gathering
- Open Calais
- Information Discovery in Relational Databases
- Down to the Bare Metal: In-Memory Index and Search
- Indexing and Search Using Embedded Lucene
- Indexing and Search with Nutch Clients
-
Data Science Techniques
- A Mix of Open Source and Proprietary Tools
- Handling “small big data” in a Cost Effective Way
- Writing and Testing MapReduce Applications
- Example Application: MapReduce Application for Finding Proper Names in Text
- Using Inexpensive Large Memory Leased Servers
- Example Application Idea: Using the Google Book Project NGRAM Data Sets
- Example Application Idea: Using Wikipedia Data Dumps
- Conclusion
- 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.
See full terms
Do Well. Do Good.
Authors have earned$11,815,072writing, publishing and selling on Leanpub, earning 80% royalties while saving up to 25 million pounds of CO2 and up to 46,000 trees.
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
Top Books
- #1
Stratospheric
Tom Hombergs, Björn Wilmsmann, and Philip RiecksFrom Zero to Production with Spring Boot and AWS. All you need to know to get a Spring Boot application into production with AWS. No previous AWS knowledge required.
Go to stratospheric.dev for a tour of the contents.
- #2
C++20 - The Complete Guide
Nicolai M. JosuttisAll new language and library features of C++20 (for those who know previous C++ versions).
The book presents all new language and library features of C++20. Learn how this impacts day-to-day programming, to benefit in practice, to combine new features, and to avoid all new traps.
Buy early, pay less, free updates.
Other books:
- #3
OpenIntro Statistics
David Diez, Christopher Barr, Mine Cetinkaya-Rundel, and OpenIntroA complete foundation for Statistics, also serving as a foundation for Data Science.
Leanpub revenue supports OpenIntro (US-based nonprofit) so we can provide free desk copies to teachers interested in using OpenIntro Statistics in the classroom and expand the project to support free textbooks in other subjects.
More resources: openintro.org.
- #4
node-opcua by example
Etienne RossignonGet the best out of node-opcua through a set of documented examples by the author himself that will allow you to create stunning OPCUA Servers or Clients.
- #5
Advanced Web Application Architecture
Matthias NobackThe missing manual for making your web applications future-proof
- #6
Jetpack Compose internals
Jorge CastilloJetpack Compose is the future of Android UI. Master how it works internally and become a more efficient developer with it. You'll also find it valuable if you are not an Android dev. This book provides all the details to understand how the Compose compiler & runtime work, and how to create a client library using them.
- #7
Ansible for DevOps
Jeff GeerlingAnsible is a simple, but powerful, server and configuration management tool. Learn to use Ansible effectively, whether you manage one server—or thousands.
- #8
R Programming for Data Science
Roger D. PengThis book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. The skills taught in this book will lay the foundation for you to begin your journey learning data science. Printed copies of this book are available through Lulu.
- #9
Maîtriser Apache JMeter
Philippe Mouawad, Bruno Demion (Milamber), and Antonio Gomes RodriguesToute la puissance d'Apache JMeter expliquée par ses commiteurs et utilisateurs experts. De l'intégration continue en passant par le Cloud, vous découvrirez comment intégrer JMeter à vos processus "Agile" et Devops.
If you're looking for the newer english version of this book, go to Master JMeter : From load testing to DevOps
- #10
D3 Start to Finish
Peter CookD3 Start to Finish shows you how to build a custom, interactive and beautiful data visualisation using the JavaScript library D3.js (versions 6 & 7).
The book covers D3.js concepts such as selections, joins, requests, scale functions, events & transitions. You'll put these concepts into practice by building a custom, interactive data visualisation.
Top Bundles
- #1
CCIE Service Provider Ultimate Study Bundle
2 Books
Piotr Jablonski, Lukasz Bromirski, and Nick Russo have joined forces to deliver the only CCIE Service Provider training resource you'll ever need. This bundle contains a detailed and challenging collection of workbook labs, plus an extensively detailed technical reference guide. All of us have earned the CCIE Service Provider certification... - #2
Software Architecture
2 Books
"Software Architecture for Developers" is a practical and pragmatic guide to modern, lightweight software architecture, specifically aimed at developers. You'll learn:The essence of software architecture.Why the software architecture role should include coding, coaching and collaboration.The things that you really need to think about before... - #4
Pattern-Oriented Memory Forensics and Malware Detection
2 Books
This training bundle for security engineers and researchers, malware and memory forensics analysts includes two accelerated training courses for Windows memory dump analysis using WinDbg. It is also useful for technical support and escalation engineers who analyze memory dumps from complex software environments and need to check for possible... - #7
Retromat eBook Bundle for Agile Retrospectives
2 Books
If you facilitate retrospectives this bundle is for you: "Plans for Retrospectives" helps beginners learn the lay of the land with tried-and-true plans. Once you know your way around, "Run great agile retrospectives" contains all 135+ activities in Retromat for you to mix and match. - #8
Static Analysis and Automated Refactoring
2 Books
As PHP developers we are living in the "Age of Static Analysis". We can use a tool like PHPStan to learn about potential bugs before we ship our code to production, and we can enforce our team's programming standards using custom PHPStan rules. Recipes for Decoupling by Matthias Noback teaches you in great detail how to do this, while also... - #10
Practical FP in Scala + Functional event-driven architecture
2 Books
Practical FP in Scala (A hands-on approach) & Functional event-driven architecture, aka FEDA, (Powered by Scala 3), together as a bundle! The content of PFP in Scala is a requirement to understand FEDA so why not take advantage of this bundle!?
