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Mastering Machine Learning with R Cover

Mastering Machine Learning with R

Master machine learning techniques with R to deliver insights for complex projects

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|Sep 2025
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Master machine learning techniques with R to deliver insights for complex projects

Key Features

    Book Description

    What you will learn

    • Gain deep insights to learn the applications of machine learning tools to the industry
    • Manipulate data in R efficiently to prepare it for analysis
    • Master the skill of recognizing techniques for effective visualization of data
    • Understand why and how to create test and training data sets for analysis
    • Familiarize yourself with fundamental learning methods such as linear and logistic regression
    • Comprehend advanced learning methods such as support vector machines
    • Realize why and how to apply unsupervised learning methods

    Who this book is for

    Table of Contents

    1. Business Understanding - The Road toActionable Insights
    2. Linear Regression
    3. Logistic Regression and Discriminant Analysis
    4. Multivariate Regression part 2 ? AdvancedFeature Selection
    5. Classification ? Taking it to the Next Level
    6. Classification & Regression Trees
    7. Unsupervised Techniques ? PrincipalComponents
    8. Unsupervised Techniques ? Clustering
    9. Text Analysis
    10. Social Media Mining
    11. Advanced Applications
    12. Text Mining
    13. Appendix B: Getting R on the Cloud
    PDF ISBN: 978-1-78398-453-4
    Publisher: Packt Publishing Limited
    Copyright owner: © 2015 Packt Publishing Limited
    Publication date: 2025
    Language: English
    Pages: 400