You're reading from The Statistics and Machine Learning with R Workshop

Product typeBook

Published inOct 2023

Reading LevelIntermediate

PublisherPackt

ISBN-139781803240305

Edition1st Edition

Languages

Concepts

Machine Learning

Author (1)

Liu Peng

Part 1:Statistics Essentials

This part is designed to equip you with knowledge of statistical and programming fundamentals, focusing particularly on the versatile R language, which will serve as the cornerstone for more advanced topics in subsequent parts.

By the end of this part, you’ll have a strong grasp of the core statistical and programming concepts essential for any data science practitioner to understand. With these foundational skills in hand, you’ll be well prepared to delve into the more specialized topics that await you in subsequent parts of this book.

This part has the following chapters:

Chapter 1, Getting Started with R
Chapter 2, Data Processing with dplyr
Chapter 3, Intermediate Data Processing
Chapter 4, Data Visualization with ggplot2
Chapter 5, Exploratory Data Analysis
Chapter 6, Effective Reporting with R Markdown

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Published in: Oct 2023Publisher: PacktISBN-13: 9781803240305

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Author (1)

Liu Peng

Peng Liu is an Assistant Professor of Quantitative Finance (Practice) at Singapore Management University and an adjunct researcher at the National University of Singapore. He holds a Ph.D. in statistics from the National University of Singapore and has ten years of working experience as a data scientist across the banking, technology, and hospitality industries.
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