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
- "How does market pricing impact edge and profitability when trading weather markets from a predictive algorithm?" with mentor Vijay (Working project)
- "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
How does market pricing impact edge and profitability when trading weather markets from a predictive algorithm?
Started July 31, 2026
Abstract or project description
The student already built a model to predict weather in US cities on a daily basis. However, now the student wants to explore profitability of using this information in trading weather markets across ranged buckets with given market pricing. The student wants to build an optimized trading decision system to utilize a predictive and identify the right opportunities to trade or not trade a given market.
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.