Sale!

Feature Engineering and Selection; A Practical Approach for Predictive Models; Edition 1

Original price was: $70.00.Current price is: $24.99.

Feature Engineering and Selection: A Practical Approach for Predictive Models 1st Edition by Max Kuhn; Kjell Johnson 9781351609463 1351609467

SKU: EB_102762 Categories: , Tags: , , , ,

Instant download Feature Engineering and Selection; A Practical Approach for Predictive Models; Edition 1 pdf, docx, kindle format all chapters after payment.

Product details:

  • ISBN 10: 1351609467
  • ISBN 13: 9781351609463 
  • Author: Max Kuhn; Kjell Johnson
The process of developing predictive models includes many stages. Most resources focus on the modeling algorithms but neglect other critical aspects of the modeling process. This book describes techniques for finding the best representations of predictors for modeling and for nding the best subset of predictors for improving model performance. A variety of example data sets are used to illustrate the techniques along with R programs for reproducing the results.

Table contents:

Part 1. Introduction

Part 2. Illustrative Example: Predicting Risk of Ischemic Stroke

Part 3. A Review of the Predictive Modeling Process

Part 4. Exploratory Visualizations

Part 5. Encoding Categorical Predictors

Part 6. Engineering Numeric Predictors

Part 7. Detecting Interaction Effects

Part 8. Handling Missing Data

Part 9. Working with Profile Data

Part 10. Feature Selection Overview

Part 11. Greedy Search Methods

Part 12. Global Search Methods

People also search:

is feature selection part of feature engineering

what is feature selection

feature engineering examples

feature extraction construction and selection a data mining perspective

feature selection explained

Reviews

There are no reviews yet.

Be the first to review “Feature Engineering and Selection; A Practical Approach for Predictive Models; Edition 1”