JaamCTRL – AI Adaptive Traffic Signal Optimizer
Simulated a three-intersection Indian arterial corridor in SUMO with heterogeneous traffic. Engineered a central PPO reinforcement learning agent using stable-baselines3, GPS heatmap density, and per-signal queue lengths to coordinate green-time adjustments. Reduced average vehicle delay by over 50% against fixed-time baselines and validated results through a Streamlit dashboard.
AttenShield – AI-Based Anti-Distraction Monitoring System
Developed a real-time computer vision system using face detection and tracking to monitor attention, process live video frames, detect face orientation and engagement patterns, and trigger automated feedback mechanisms.
MoodMix – Emotion-Based Music Recommendation System
Built a mood classification pipeline using machine learning models to detect emotional states, applied preprocessing and model tuning to improve prediction accuracy, and explored personalization use cases.
Eye-Tracking Benchmark Exploration
Analyzed heat map-based attention distribution and gaze clustering for user behavior analysis and marketing analytics use cases.