Session 6: Talk to your data with ChatGPT and RTutor.ai
Presentation Type
Invited
Student
No
Track
Finance/Insurance Application
Abstract
The ability to gain insights from data is an essential skill for diverse careers across industries and academia. Analyzing such datasets often requires writing specialized computer programs, a time-consuming process. Capitalizing on recent advances in artificial intelligence (AI), we developed a platform that enables users to interact with data in natural languages through an interpreter – a large language model fluent in the languages of both humans and computers. Under a reactive programming environment (Shiny), we use OpenAI's Davinci model (ChatGPT’s sibling) to translate user requests in English and a few dozen languages into R or Python scripts, which are then executed alongside user-uploaded data to produce results or error messages instantaneously. RTutor.ai enables people without coding experience to conduct preliminary analysis and visualization while boosting productivity for those with experience. This proof-of-concept platform has the potential to democratize data science and facilitate learning.
Start Date
2-7-2023 11:00 AM
End Date
2-7-2023 12:00 PM
Session 6: Talk to your data with ChatGPT and RTutor.ai
Pheasant Room 253 A/B
The ability to gain insights from data is an essential skill for diverse careers across industries and academia. Analyzing such datasets often requires writing specialized computer programs, a time-consuming process. Capitalizing on recent advances in artificial intelligence (AI), we developed a platform that enables users to interact with data in natural languages through an interpreter – a large language model fluent in the languages of both humans and computers. Under a reactive programming environment (Shiny), we use OpenAI's Davinci model (ChatGPT’s sibling) to translate user requests in English and a few dozen languages into R or Python scripts, which are then executed alongside user-uploaded data to produce results or error messages instantaneously. RTutor.ai enables people without coding experience to conduct preliminary analysis and visualization while boosting productivity for those with experience. This proof-of-concept platform has the potential to democratize data science and facilitate learning.