Aditya Gupta

Designed and trained an LSTM model for stock price forecasting, achieving R2 = 0.88 on log-return prediction on held-out test data and outperforming an autoregressive baseline by approx. 15% on the same split. Built end-to-end data pipelines ingesting live market data via Finnhub and Alpha Vantage REST APIs, enabling daily automated retraining and inference with zero manual intervention. Reduced manual analysis time by 40% through automated prediction scheduling; shipped with unit tests, structured logging, and version-controlled model artefacts for reproducibility.

ML Research Intern, Time Series Forecasting - LNMIIT Undergraduate Summer Internship Programme (LUSIP) - Remote

(2025-05 - 2025-07)

• Designed and trained an LSTM model for stock price forecasting, achieving R2 = 0.88 on log-return prediction on held-out test data and outperforming an autoregressive baseline by approx. 15% on the same split.
• Built end-to-end data pipelines ingesting live market data via Finnhub and Alpha Vantage REST APIs, enabling daily automated retraining and inference with zero manual intervention.
• Reduced manual analysis time by 40% through automated prediction scheduling; shipped with unit tests, structured logging, and version-controlled model artefacts for reproducibility.
• Stack: Python, PyTorch, Scikit-learn, REST APIs, Git

B.Tech - Computer Science and Engineering - The LNM Institute of Information Technology, Jaipur (2023 - 2027)