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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.
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:
- Write better R code faster with AI
- Use AI to plan more complex R projects
- Systematically integrate feedback and tests generated by AI tools
- Integrate OpenAI’s GPT models into data analytics workflows
- Recognize and overcome the limitations of LLMs
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.choose your plan
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Data Analysis with AI and R ebook for free
Data Analysis with AI and R ebook for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
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Data Analysis with AI and R ebook for free
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Data Analysis with AI and R ebook for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Data Analysis with AI and R ebook for free
