Basic Data Analysis with Java [Video]

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Basic Data Analysis with Java [Video]

Erik Costlow

Analyze your data with ease and efficiency and modify applications that perform Data Analysis

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Video Details

ISBN 139781788392631
Course Length3 hours 01 minute

Video Description

Data analysis is a process for inspecting, consolidating, transforming, and making sense of data in a way that guides the decision-making process. Effective data analysis is about transferring data through three main states: data, information, and knowledge. This matters because people become overwhelmed by large amounts of data, and make much better decisions on information at hand. Data analysis helps convert data into information, whether the consumer of this information is a person or machine-learning algorithm.

This video course starts by showing you the various techniques of pre-processing your data. You will then get well-versed with the basics of data analysis with Java, how data changes state, and how Java fits into the analysis. You will then learn to apply the basic analysis to your business needs and create time-series predictions. Finally, you will see how to implement statistical data analysis techniques using Java APIs. You will also use JDBC to connect Java to SQL and MySQL databases. At the end of the video course, you will also see how to work with NoSQL databases.

Style and Approach

Following a practical approach, this course teaches you to write and modify applications that perform data analysis in a step-by-step manner along with theoretical concepts.

Table of Contents

Data Pre-processing
The Course Overview
The Purpose of Data Analysis
Surveying Data Types and Data Structures
Data Sets and File Formats
Generating Test Data
Pre-processing Data Sets
Basic Data Analysis
Types of Data Analysis Problems
Java Components
Applying Basic Analysis
Business Intelligence
Time Series Predictions
Implementing Statistical Data Analysis Techniques Using Java APIs
Descriptive Statistics
Random Sampling
Elementary Probability
Bayes’ Theorem
Using JDBC to Access SQL and MySQL Databases
Tables and Databases
MySQL
Code Using JDBC or JPA
Working with NoSQL Databases
SQL Versus NoSQL Database Systems
XML and JSON Data Formats
Data Conversion
Selection
Subsetting
DateTime APIs in JDK 8
Resampling

What You Will Learn

  • Get familiar with various data pre-processing techniques
  • Get to know the basics of data analysis and explore how data changes state
  • Implement statistical data analysis techniques using Java APIs
  • Use JDBC to connect Java to SQL and MySQL databases
  • Work with NoSQL databases

Authors

Table of Contents

Data Pre-processing
The Course Overview
The Purpose of Data Analysis
Surveying Data Types and Data Structures
Data Sets and File Formats
Generating Test Data
Pre-processing Data Sets
Basic Data Analysis
Types of Data Analysis Problems
Java Components
Applying Basic Analysis
Business Intelligence
Time Series Predictions
Implementing Statistical Data Analysis Techniques Using Java APIs
Descriptive Statistics
Random Sampling
Elementary Probability
Bayes’ Theorem
Using JDBC to Access SQL and MySQL Databases
Tables and Databases
MySQL
Code Using JDBC or JPA
Working with NoSQL Databases
SQL Versus NoSQL Database Systems
XML and JSON Data Formats
Data Conversion
Selection
Subsetting
DateTime APIs in JDK 8
Resampling

Video Details

ISBN 139781788392631
Course Length3 hours 01 minute
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