Book Image

Java Data Analysis

By : John R. Hubbard
Book Image

Java Data Analysis

By: John R. Hubbard

Overview of this book

Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the aim of discovering useful information. Java is one of the most popular languages to perform your data analysis tasks. This book will help you learn the tools and techniques in Java to conduct data analysis without any hassle. After getting a quick overview of what data science is and the steps involved in the process, you’ll learn the statistical data analysis techniques and implement them using the popular Java APIs and libraries. Through practical examples, you will also learn the machine learning concepts such as classification and regression. In the process, you’ll familiarize yourself with tools such as Rapidminer and WEKA and see how these Java-based tools can be used effectively for analysis. You will also learn how to analyze text and other types of multimedia. Learn to work with relational, NoSQL, and time-series data. This book will also show you how you can utilize different Java-based libraries to create insightful and easy to understand plots and graphs. By the end of this book, you will have a solid understanding of the various data analysis techniques, and how to implement them using Java.
Table of Contents (20 chapters)
Java Data Analysis
Credits
About the Author
About the Reviewers
www.PacktPub.com
Customer Feedback
Preface
Index

Calculated by steam


In 1821, a young Cambridge student named Charles Babbage was poring over some trigonometric and logarithmic tables that had been recently computed by hand. When he realized how many errors they had, he exclaimed, "I wish to God these calculations had been executed by steam." He was suggesting that the tables could have been computed automatically by some mechanism that would be powered by a steam engine.

Babbage was a mathematician by avocation, holding the same Lucasian Chair of Mathematics at Cambridge University that Isaac Newton had held 150 years earlier and that Stephen Hawking would hold 150 years later. However, he spent a large part of his life working on automatic computing. Having invented the idea of a programmable computer, he is generally regarded as the first computer scientist. His assistant, Lady Ada Lovelace, has been recognized as the first computer programmer.

Babbage's goal was to build a machine that could analyze data to obtain useful information, the central step of data analysis. By automating that step, it could be carried out on much larger datasets and much more rapidly. His interest in trigonometric and logarithmic tables was related to his objective of improving methods of navigation, which was critical to the expanding British Empire.