Poonam Roy

I’m a Java Developer with hands-on experience implementing server load management and collaborating with testing teams to ensure reliable web application functionality. Alongside this, I’ve built user-facing digital experiences through UI/UX design work for full-featured e-commerce flows.

My technical direction increasingly blends software engineering with research-driven machine learning. I’ve engineered an audio fingerprint extraction approach under signal distortion, reaching 98.78% accuracy, and validated performance on large-scale datasets with strong deployability on resource-constrained hardware.

I enjoy turning ideas into working systems—whether it’s a MERN video calling web application with real-time communication and chat history, a CNN-based fake image detection model, or crop/leaf classification work. I’m motivated by accuracy, measurable results, and building solutions that hold up in real-world constraints.