Projects
Machine Learning · Optimization · Quantum
| Project | Notes |
|---|---|
Dec 2025 Nifty50 Time-Series Prediction | LSTM, 15+ features, ~51% accuracy — documented honestly |
Jun 2025 Adaptive PCA Portfolio Decomposition | 9 global indices, Sharpe ~2.4 in-sample |
Dec 2024 Speech Segmentation for Indian Languages | NMF-based phoneme pipeline, MFCCs |
2025 Hybrid Classical–Quantum Audio Watermarking | Best UG Project 2025, Tezpur University |
Note on benchmarking: Accuracy metrics are reported strictly on out-of-sample data. The Nifty50 51% accuracy represents real predictive edge over a random walk baseline, avoiding the common pitfall of look-ahead bias in financial ML models.