Research Experience

• AI-Powered Intrusion Detection & Prevention (IDS/IPS) Ongoing
  Developing real-time defensive models using ML/DL (Random Forest, LSTM, CNN) with SHAP-based explainability and Optuna hyperparameter tuning.
• Multimodal Large Language Model (LLM) Research (In progress)
  Exploring fusion of text, audio, and visual modalities for richer contextual understanding in AI systems.
• Cybersecurity in Critical Infrastructure
  Investigated human-induced risks and defense mechanisms (e.g., phishing, ransomware) using deep neural networks within critical infrastructure domains.
• Intelligent Flood Forecasting for Kanawha River Basin
  Built a long-term, feedback-enabled flood prediction system using LSTM, BiLSTM, GRU, and ARIMA models.
• AI-Driven Robotic Prosthetic Limbs
  Designed upper-limb prosthetics using 1D CNNs on embedded Coral Accelerator hardware; accelerated training with PyTorch and GPU.
• Groundwater Level Prediction
  Developed multivariate forecasting models for groundwater trends using LSTM, BiLSTM, GRU, and ARIMA.