LLMs in Time Series Forecasting

Project Information

ai, artificial-intelligence, llm, machine-learning
Project Status: In Progress
Project Region: CAREERS
Submitted By: Gaurav Khanna
Project Email: zhuzhang@uri.edu
Project Institution: Western New England University
Anchor Institution: CR-University of Rhode Island

Mentors: Murat Aydogdu
Students: Naresh Chethala

Project Description

Time series forecasting predicts future values based on past data, helping in decision-making for businesses, finance, and science. Conventional models struggle with long-term dependencies, missing data, and adapting to large, complex datasets. LLMs excel by capturing deeper relationships, handling vast data, and making more flexible, accurate predictions.

This project bridges the gap by combining the reliability of traditional models with the power of LLMs for smarter, more scalable forecasting. 

Additional Resources

Launch Presentation:
Wrap Presentation: 8

Project Information

ai, artificial-intelligence, llm, machine-learning
Project Status: In Progress
Project Region: CAREERS
Submitted By: Gaurav Khanna
Project Email: zhuzhang@uri.edu
Project Institution: Western New England University
Anchor Institution: CR-University of Rhode Island

Mentors: Murat Aydogdu
Students: Naresh Chethala

Project Description

Time series forecasting predicts future values based on past data, helping in decision-making for businesses, finance, and science. Conventional models struggle with long-term dependencies, missing data, and adapting to large, complex datasets. LLMs excel by capturing deeper relationships, handling vast data, and making more flexible, accurate predictions.

This project bridges the gap by combining the reliability of traditional models with the power of LLMs for smarter, more scalable forecasting. 

Additional Resources

Launch Presentation:
Wrap Presentation: 8