Sep 2025 – May 2026

Final Year Project — AI-Based Hybrid Forecasting Framework for River Nitrate

Built a forecasting pipeline for river nitrate prediction using STL decomposition and hybrid ML models, with automated hyperparameter tuning (Random Search, Grid Search, WOA) achieving ~10% lower MSE than non-decomposed baselines.

• Python
• NumPy
• Pandas
• Machine Learning
• Hyperparameter Tuning