work

real-time neural decoder built for edge devices

brain-computer interface

for a BCI hackathon, i built a fully causal decoder that maps raw ECoG signals to the frequency a person is hearing in real time. a compact CNN+GRU, high-gamma envelope features, balanced training data, and post-training quantization kept the model small enough for edge use while placing second in the track.