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Practical.Data.Science.with.R.2nd.Edition

Practical.Data.Science.with.R.2nd.Edition 0.0分

资源最后更新于 2020-10-05 18:39:59

作者:Nina Zumel

出版社:Manning Publications

出版日期:2019-01

ISBN:9781617295874

文件格式: pdf

标签: R 数据科学 数学和计算机 programming

简介· · · · · ·

Practical Data Science with R, Second Edition takes a practice-oriented approach to explaining basic principles in the ever expanding field of data science. You'll jump right to real-world use cases as you apply the R programming language and statistical analysis techniques to carefully explained examples based in marketing, business intelligence, and decision support. Foreword...

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目录

Table of Contents
PART 1 - INTRODUCTION TO DATA SCIENCE
The data science process
Starting with R and data
Exploring data
Managing data
Data engineering and data shaping
PART 2 - MODELING METHODS
Choosing and evaluating models
Linear and logistic regression
Advanced data preparation
Unsupervised methods
Exploring advanced methods
PART 3 - WORKING IN THE REAL WORLD
Documentation and deployment
Producing effective presentations