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Ultimate Java for Data Analytics and Machine Learning : Unlock Java's Ecosystem for Data Analysis and Machine Learning Using WEKA, JavaML, JFreeChart, and Deeplearning4j (English Edition).
- Format:
- Book
- Author/Creator:
- Kumar, Abhishek.
- Language:
- English
- Subjects (All):
- Machine learning.
- Java (Computer program language).
- Physical Description:
- 1 online resource (222 pages)
- Edition:
- 1st ed.
- Place of Publication:
- Delhi : Orange Education PVT Ltd, 2024.
- Summary:
- This book is a comprehensive guide to data analysis using Java. It starts with the fundamentals, covering the purpose of data analysis, different data types and structures, and how to pre-process datasets. It then introduces popular Java libraries like WEKA and Rapidminer for efficient data analysis. The middle section of the book dives deeper into statistical techniques like descriptive analysis and random sampling, along with practical skills in working with relational databases (JDBC, SQL, MySQL) and NoSQL databases. It also explores various analysis methods like regression, classification, and clustering, along with applications in business intelligence and time series prediction. The final part of the book gives a brief overview of big data analysis with Java frameworks like MapReduce, and introduces deep learning with the Deeplearning4J library. Whether you're new to data analysis or want to improve your Java skills, this book offers a step-by-step approach with real-world examples to help you master data analysis using Java.
- Contents:
- Cover Page
- Title Page
- Copyright Page
- Dedication Page
- About the Author
- About the Technical Reviewer
- Acknowledgements
- Preface
- Errata
- Table of Contents
- 1. Data Analytics Using Java
- Introduction
- Structure
- Introduction to Data Analytics
- Types of Data Analytics
- Descriptive Analytics
- Predictive Analytics
- Prescriptive Analytics
- Importance of Data Analytics
- Data Analytics Methods
- Data Analytics Tools and Frameworks
- Apache Hadoop
- Apache Spark
- Apache Mahout
- Java JFreechart
- Deeplearning4j
- Apache Storm
- Conclusion
- Questions
- Points to Remember Generated by AI.
- Notes:
- Description based on publisher supplied metadata and other sources.
- Part of the metadata in this record was created by AI, based on the text of the resource.
- Other Format:
- Print version: Kumar, Abhishek Ultimate Java for Data Analytics and Machine Learning
- ISBN:
- 9788196815059
- OCLC:
- 1451802737
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