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By Ulrich Matter
MEAP began June 2024 Publication in Spring 2025 (estimated)
ISBN 9781633436329 160 pages (estimated)
Upgrade your analytics with AI—from generating code to optimizing your workflows!
Data Analysis with AI and R: Using OpenAI, Copilot, and aider shows you how to improve your R code and data analytics workflows using the power of Large Language Models (LLMs) and generative AI. Beginners and veterans alike will find essential techniques, prompts, and tutorials that will make you a more productive—and a more valuable—R data professional.
In Data Analysis with AI and R, you’ll learn how to:
It’s no secret that AI is changing the way we code, and R is no exception. Data Analysis with AI and R introduces powerful AI techniques that will improve your speed and accuracy writing R programs and help you create effective data analysis pipelines. You’ll start by using ChatGPT to write a ggplot2 data visualization script, and progress to writing LLM-supported R functions for everyday analytics tasks and creating an analytics pipeline with the help of Copilot and aider.
about the book
Data Analysis with AI and R: Using OpenAI, Copilot, and aider teaches you how to generate code, document feedback, write tests, and more that will add precision, power, and productivity to your data analytics tasks. First, you’ll get an AI and prompt engineering crash course introducing the skills you’ll need to get started. Next, you’ll start integrating AI into your everyday workflows, exploring the common AI pitfalls and weaknesses you’ll encounter. As you go, you’ll discover AI-driven techniques that will speed up almost any R task—from writing and formatting regression tables, to extracting named entities from natural language text.
about the reader
For readers who know the basics of R and data analytics.
about the author
Ulirich Matter is an Assistant Professor of Economics at the University of St. Gallen’s SEPS-HSG. Before joining the University of St. Gallen, he was a Visiting Researcher at the Berkman Klein Center for Internet & Society at Harvard University.