Polygence Scholar2026
Agasthya Tatti
Class of 2028Katy, TX
About
Hello! I am Agasthya T, and I would like to work on an Artificial Intelligence project. I chose to work on this project because having a machine think like a human fascinates me. After my project is complete, I would like to work on more projects similar to AI so I can get a better understanding of the topic.Projects
- "Can we predict the weather and rain patterns of various US cities by leveraging the NOAA database. " with mentor Vijay (July 29, 2026)
Project Portfolio
Can we predict the weather and rain patterns of various US cities by leveraging the NOAA database.
Started Mar. 20, 2026
Abstract or project description
Student wants to build a dashboard to paper trade against prediction markets on weather and rain, and eventually extend this to sports and crypto markets. He will be first training and building a ML model for each market, back testing against historical data and document his results. He will then build a frontend dashboard with typescript to track the performance of his strategies via paper trading against real prediction market API's. The idea is to see how pure ML models perform vs ML + LLM assisted trading strategies.