Introduction to Data Science
The demand for skilled data science practitioners in industry, academia, and government is rapidly growing. This book introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression and machine learning. It also helps you develop skills such as R programming, data wrangling with dplyr, data visualization with ggplot2, algorithm building with caret, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation with knitr and R markdown. The book is divided into six parts: R, Data Visualization, Data Wrangling, Probability, Inference and Regression with R, Machine Learning, and Productivity Tools. Each part has several chapters meant to be presented as one lecture. The book includes dozens of exercises distributed across most chapters.
Download free tutorial in PDF (722 pages) created by Rafael A Irizarry .
| Pages : | 722 |
| Size : | |
| File type : | HTML |
| Downloads: | 295 |
| Created: | 2021-05-15 |
| License: | Free |
| Author(s): | Rafael A Irizarry |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Data Science Tutorials
Regression Models for Data Science in R
Others related eBooks about Introduction to Data Science
Python for Informatics: Exploring InformationThis book is designed to introduce students to programming and computational thinking through the lens of exploring data. You can think of Python as your tool to solve problems that are far beyond the capability of a spreadsheet. It is an easy-to-use and easy-to learn programming language that is fr...
Become an Xcoder: Start Programming the Mac Using Objective-C...
Learning Perl Through ExamplesDownload tutorial intituled Learning Perl Through Examples, it's a free training document under 72 pages by Yun Shen....
Java Programming for KidsThe goal of this book is to help students learn to program in the most popular language in the world: Java. It starts from an introduction to Java and then explains how to write programs that have Graphic User Interface by writing the Tic-Tac-Toe and Ping-Pong games....
Fundamentals of Python ProgrammingThis book does not attempt to cover all the facets of the Python programming language. Exp..., download free Python tutorial in PDF (669 pages) created by ....
GUI Design for Android AppsDownload free course GUI Design for Android Apps, pdf file on 147 pages by Ryan Cohen, Tao Wang....
Learning Java by Building Android GamesAndroid is the fastest growing operating system (OS) with one of the largest installed bas..., download free Java tutorial in PDF (392 pages) created by ....
Objective-C tutorial for professionalsDownload free Objective-C tutorial course in PDF, training file in 51 chapters and 129 pages. Free unaffiliated ebook created from Stack OverFlow contributor....
First Semester in Numerical Analysis with JuliaThis book presents the theory and methods, together with the implementation of the algorithms using the Julia programming language (version 1.1.0). The book covers computer arithmetic, root-finding, numerical quadrature and differentiation, and approximation theory. ...
Introduction to C++ ,PointersHere you will learn how to get started with pointers in C++, how to access to the variables and memory, and how to use the pointers and arrays....