Jacob Callahan
Research Assistant @Illinois Institute Of Technology
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WORK HISTORY
Research Assistant @Illinois Institute Of Technology
Chicago, IL, US
Collaborating with a team of 3 on predicting Bitcoin prices with Large Language Models (LLMs).– Establishing pipelines combining financial news, on-chain metrics, and market data, leveraging sentiment analysis to predict asset price trends over 5 years of data.– Designing and deploying a research tech stack with MLflow, Optuna, and MinIO for scalable experiments and hyperparameter optimization performing up to 150 trials sequentially.– Benchmarking predictive performance against econometric and ML baselines such as Sharpe ratio and MSE.
EDUCATION
Illinois Institute of Technology
Master's degree, Data Science
University of Illinois Urbana-Champaign
Bachelor's degree, Econometrics and Quantitative Economics
ABOUT JACOB CALLAHAN
Software Engineer I at Grainger working in Platform Engineering and Security Automation…
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