Book

Mastering Predictive Analytics with R

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

13h48m

Language

English

About Book

Who Is This Book For?

This book is intended for the budding data scientist, predictive modeler, or quantitative analyst with only a basic exposure to R and statistics. It is also designed to be a reference for experienced professionals wanting to brush up on the details of a particular type of predictive model. Mastering Predictive Analytics with R assumes familiarity with only the fundamentals of R, such as the main data types, simple functions, and how to move data around. No prior experience with machine learning or predictive modeling is assumed, however you should have a basic understanding of statistics and calculus at a high school level.

Book content

chapters 13h48m total length

Gearing Up for Predictive Modeling

Linear Regression

Logistic Regression

Neural Networks

Support Vector Machines

Ensemble Methods

Tree-Based Methods

Graphical Models

Time Series Forecasting

Topic Modeling

Recommendation Systems

Related Resources

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