Mastering Predictive Analytics with R
โ Scribed by Rui Miguel Forte
- Publisher
- Packt Publishing
- Year
- 2015
- Tongue
- English
- Leaves
- 414
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
R offers a free and open source environment that is perfect for both learning and deploying predictive modeling solutions in the real world. With its constantly growing community and plethora of packages, R offers the functionality to deal with a truly vast array of problems.
This book is designed to be both a guide and a reference for moving beyond the basics of predictive modeling. The book begins with a dedicated chapter on the language of models and the predictive modeling process. Each subsequent chapter tackles a particular type of model, such as neural networks, and focuses on the three important questions of how the model works, how to use R to train it, and how to measure and assess its performance using real world data sets.
By the end of this book, you will have explored and tested the most popular modeling techniques in use on real world data sets and mastered a diverse range of techniques in predictive analytics.
โฆ Subjects
Data Modeling Design Databases Big Computers Technology Mining Software Development Testing Engineering Programming Reference Test Preparation Almanacs Yearbooks Atlases Maps Careers Catalogs Directories Consumer Guides Dictionaries Thesauruses Encyclopedias Subject English as a Second Language Etiquette Foreign Study Genealogy Quotations Survival Emergency Preparedness Words Grammar Writing Research Publishing
๐ SIMILAR VOLUMES
Problems with linear regression -- Multicollinearity -- Outliers -- Feature selection -- Regularization -- Ridge regression -- Least absolute shrinkage and selection operator (lasso) -- Implementing regularization in R -- Polynomial regression -- Summary -- Chapter 4: Generalized Linear Models -- Cl
<p><b>Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts</b></p> <h2>About This Book</h2><ul><li>Grasp the major methods of predictive modeling and move beyond black box thinking to a deeper level of understanding</li><li>Leverage
<p><b>Master the craft of predictive modeling by developing strategy, intuition, and a solid foundation in essential concepts</b></p> <h2>About This Book</h2><ul><li>Grasp the major methods of predictive modeling and move beyond black box thinking to a deeper level of understanding</li><li>Leverage