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: 152
Created: 2021-05-15
License: Free
Author(s): Rafael A Irizarry
Introduction to Data Science

Others Data Science Tutorials

Regression Models for Data Science in R

The Data Science Design Manual

Exploring Data Science

Introduction to Data Science, with Introduction to R

Others related eBooks about Introduction to Data Science

Software Project Management


: Advanced R

It is impossible to become expert in R in only one training course. Yet, this course aims at giving a wide understanding of many aspects of R. Some external resources will be referred to in this book for you to be able to deepen what you would have learned in this course....

C# programming tutorial for professionals

Download free C# tutorial course in PDF, training file in 164 chapters and 808 pages. Free unaffiliated ebook created from Stack OverFlow contributor....

Programming Computer Vision with Python

Download free course Programming Computer Vision with Python, pdf file on 300 pages by Jan Erik Solem....

Cookbook for R: Best R Programming TIPs

The goal of this cookbook is to provide solutions to common tasks and problems in analyzing data. Each recipe tackles a specific problem with a solution you can apply to your own project, and includes a discussion of how and why the recipe works....

The Little Go Book

The Little Go Book is a free introduction to Google's Go programming language. It's aimed ..., download free Go tutorial in PDF (84 pages) created by ....

GUI Design for Android Apps

Download free course GUI Design for Android Apps, pdf file on 147 pages by Ryan Cohen, Tao Wang....

Object-oriented Programming in C#

This is a teaching material about object-oriented programming, illustrated with use of the..., download free C# tutorial in PDF (485 pages) created by Kurt Normark ....

How To Make Video Games

Learn How To Make Video Games, This ebook shows you everything you need to know to make video games....

Visual Basic .NET Programming Tutorial

Download free Visual Basic tutorial course in PDF, training file in 51 chapters and 149 pages. Free unaffiliated ebook created from Stack OverFlow contributor....