Flood Risk Analytics & Alert System Multi-source monitoring combining sensor telemetry, weather data, and Random Forest for two-day-ahead flood-risk assessment — benchmarked against persistence and threshold baselines.

Audio-to-MIDI Converter CNN-BiLSTM-Attention architecture over CQT spectrograms, achieving 94% precision on the OMAPS dataset.

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Federated Intrusion Detection (Capstone) Adversarially-robust, privacy-preserving network intrusion detection using FedProx federated learning, differential privacy, and Byzantine-robust aggregation.

RAG-Based Study Assistant PDF study companion with four modes — Chat, Quiz, Summary, ELI5 — built on a retrieval-augmented generation pipeline.

Predictive Maintenance Analytics Estimates remaining useful life from industrial sensor data, with SHAP and attention-based interpretability to surface critical degradation windows.

Time-Series Forecasting Suite Interactive dashboard combining statistical and ML models (Prophet, ARIMA, SARIMA, LSTM, GARCH) for trend, seasonality, and volatility analysis with anomaly detection.