The Big R-Book: From Data Science to Learning Machines and Big Data
by: Philippe J. S. De Brouwer
Publication Date 出版日期: 2020
Publisher finelybook 出版社: Wiley
ISBN-13: 9781119632726
ISBN-10: 1119632722
Book Description
By finelybook
Introduces professionals and scientists to statistics and machine learning using the programming language R
Written by: and for practitioners,this book provides an overall introduction to R,focusing on tools and methods commonly used in data science,and placing emphasis on practice and business use. It covers a wide range of topics in a single volume,including big data,databases,statistical machine learning,data wrangling,data visualization,and the reporting of results. The topics covered are all important for someone with a science/math background that is looking to quickly learn several practical technologies to enter or transition to the growing field of data science.
The Big R-Book for Professionals: From Data Science to Learning Machines and Reporting with R includes nine parts,starting with an introduction to the subject and followed by: an overview of R and elements of statistics. The third part revolves around data,while the fourth focuses on data wrangling. Part 5 teaches readers about exploring data. In Part 6 we learn to build models,Part 7 introduces the reader to the reality in companies,Part 8 covers reports and interactive applications and finally Part 9 introduces the reader to big data and performance computing. It also includes some helpful appendices.
Provides a practical guide for non-experts with a focus on business users
Contains a unique combination of topics including an introduction to R,machine learning,mathematical models,data wrangling,and reporting
Uses a practical tone and integrates multiple topics in a coherent framework
Demystifies the hype around machine learning and AI by: enabling readers to understand the provided models and program them in R
Shows readers how to visualize results in static and interactive reports
Supplementary materials includes PDF slides based on the book’s content,as well as all the extracted R-code and is available to everyone on a Wiley Book Companion Site
The Big R-Book is an excellent guide for science technology,engineering,or mathematics students who wish to make a successful transition from the academic world to the professional. It will also appeal to all young data scientists,quantitative analysts,and analytics professionals,as well as those who make mathematical models.
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