Mastering Machine Learning with R : advanced machine learning techniques for building smartapplications with R 3.5, Third edition [E-Book] / Cory Lesmeister.
Given the growing popularity of R-zero-cost statistical programming environment, there has never been a better time to start applying ML to your data. This book will teach you advanced techniques in ML with the latest code in R 3.5. You will delve into various complex features of supervised learning...
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Full text |
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Personal Name(s): | Lesmeister, Cory, author |
Edition: |
3rd edition |
Imprint: |
[Birmingham] :
Packt Publishing,
2019
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Physical Description: |
344 pages (online resource) |
Note: |
englisch |
ISBN: |
9781789613568 9781789618006 |
Subject (ZB): | |
Subject (LOC): | |
Classification: |
- Mastering Machine Learning with R : advanced machine learning techniques for building smart applications with R 3.5, Third edition
- Contributors
- Table of Contents
- Preface
- Chapter 1: Preparing and Understanding Data
- Chapter 2: Linear Regression
- Chapter 3: Logistic Regression
- Chapter 4: Advanced Feature Selection in Linear Models
- Chapter 5: K-Nearest Neighbors and Support Vector Machines
- Chapter 6: Tree-Based Classification
- Chapter 7: Neural Networks and Deep Learning
- Chapter 8: Creating Ensembles and Multiclass Methods
- Chapter 9: Cluster Analysis
- Chapter 10: Principal Component Analysis
- Chapter 11: Association Analysis
- Chapter 12: Time Series and Causality
- Chapter 13: Text Mining
- Creating a Package
- Other Books You May Enjoy
- Index.