Hi, I'm Aedwin Bobby , a second-year Computer Engineering student at Mangalam College of Engineering in Kottayam, Kerala, India. I build practical AI and machine-learning projects, and this post is a short introduction to what I work on.

What I build

Most of my projects start from a real-world problem and end as working software:

AI-Powered Network Intrusion Detection System — machine learning to detect malicious network traffic.

AirSense-AI (AI-AQI-Predictor) — a scikit-learn model that predicts pollutant gas levels (CO, NO₂, SO₂, O₃, PM2.5, PM10) and the air-quality category from AQI, with a Gradio web interface.

Hybrid AI Chiller Controller — reinforcement learning (PyTorch) combined with physics-based HVAC rules to recommend the optimal chilled water supply temperature for large buildings and cut energy waste.

Web Vulnerability Scanner — an AI-powered scanner and DevSecOps platform with 15 modules.

Kerala Flood Risk Predictor — a gradient-boosting model for Kottayam trained on 3,195 days of real…