An archive of earlier projects — academic research and grad-school work. These shaped how I think about systems, learning, and engineering for people. I've moved on to larger problems, but the through-line is the same: build things that work well under real conditions.
My master's thesis. I trained a Wasserstein GAN to generate conversational responses — pitting a generator against a discriminator until the model could answer questions from context. Best architecture hit BLEU 59.7 on Stanford CoQA. The kind of project that teaches you patience.
Can a machine read your face? I built a chained classifier that watches muscle movements frame-by-frame, predicts which action units fired, then maps that to an emotion. Multi-class, multi-label, surprisingly accurate.
Born from anger after the 2012 Delhi incident. An Android app that sends SOS to the nearest first responder via GPS and alerts your family simultaneously. My bachelor's project — and the reason I became an engineer. Published as a research paper.