Introduction to Data Science Data Analysis and Prediction Algorithms with R 1st Edition By Rafael 0367357984 9780367357986

Introduction to Data Science Data Analysis and Prediction Algorithms with R 1st Edition By Rafael Irizarry – Ebook Instant Download/Delivery ISBN(s): 0367357984, 9780367357986

Product details:

• ISBN-10 ‏ : ‎ 0367357984
• ISBN-13 ‏ : ‎ 9780367357986
• Author: Rafael Irizarry

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, data visualization, predictive algorithm building, file organization with UNIX/Linux shell, version control with Git and GitHub, and reproducible document preparation.

This book is a textbook for a first course in data science. No previous knowledge of R is necessary, although some experience with programming may be helpful. The book is divided into six parts: R, data visualization, statistics with R, data wrangling, machine learning, and productivity tools. Each part has several chapters meant to be presented as one lecture.

Table of contents:

Chapter 1

Chapter 2

Chapter 3

Chapter 4

Chapter 5

Chapter 6

Chapter 7

Chapter 8

Chapter 9

Chapter 10

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