Treffer: Session 6: Talk to your data with ChatGPT and RTutor.ai

Title:
Session 6: Talk to your data with ChatGPT and RTutor.ai
Authors:
Ge, Steven
Source:
SDSU Data Science Symposium
Publisher Information:
Open Public Research Access Institutional Repository and Information Exchange
Publication Year:
2023
Collection:
South Dakota State University (SDSU): Open PRAIRIE (Public Research Access Institutional Repository and Information Exchange)
Document Type:
Fachzeitschrift text
Language:
unknown
Relation:
https://openprairie.sdstate.edu/datascience_symposium/2023/sessions/28
Availability:
https://openprairie.sdstate.edu/datascience_symposium/2023/sessions/28
Accession Number:
edsbas.9F28FCB8
Database:
BASE

Weitere Informationen

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.