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- Machine Learning with R Cookbook. Analyze data and build predictive models - Second Edition
E-book details
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Machine Learning with R Cookbook. Analyze data and build predictive models - Second Edition
AshishSingh Bhatia, Yu-Wei, Chiu (David Chiu)
Ebook
Big data has become a popular buzzword across many industries. An increasing number of people have been exposed to the term and are looking at how to leverage big data in their own businesses, to improve sales and profitability. However, collecting, aggregating, and visualizing data is just one part of the equation. Being able to extract useful information from data is another task, and a much more challenging one. Machine Learning with R Cookbook, Second Edition uses a practical approach to teach you how to perform machine learning with R. Each chapter is divided into several simple recipes. Through the step-by-step instructions provided in each recipe, you will be able to construct a predictive model by using a variety of machine learning packages. In this book, you will first learn to set up the R environment and use simple R commands to explore data. The next topic covers how to perform statistical analysis with machine learning analysis and assess created models, covered in detail later on in the book. You'll also learn how to integrate R and Hadoop to create a big data analysis platform. The detailed illustrations provide all the information required to start applying machine learning to individual projects. With Machine Learning with R Cookbook, machine learning has never been easier.
- 1. Practical Machine Learning with R
- 2. Data Exploration with Air Quality Dataset
- 3. Analysing Time Series Data
- 4. R and Statistics
- 5. Understanding Regression Analysis
- 6. Survival Analysis
- 7. Classification (I) – Tree, Lazy, and Probabilistic
- 8. Classification (II) – Neural Network and SVM
- 9. Model Evaluation
- 10. Ensemble Learning
- 11. Clustering
- 12. Association Analysis and Sequence Mining
- 13. Dimension Reduction
- 14. Big Data Analysis (R and Hadoop)
- Title: Machine Learning with R Cookbook. Analyze data and build predictive models - Second Edition
- Author: AshishSingh Bhatia, Yu-Wei, Chiu (David Chiu)
- Original title: Machine Learning with R Cookbook. Analyze data and build predictive models - Second Edition
- ISBN: 9781787287808, 9781787287808
- Date of issue: 2017-10-23
- Format: Ebook
- Item ID: e_15rh
- Publisher: Packt Publishing