real-time neural decoder built for edge devices
for a BCI hackathon, i developed a causal decoder predicting auditory stimulus frequencies from streaming ECoG brain signals in real time. a compact CNN+GRU architecture using high-gamma envelope features, normalized training data, and post-training quantization achieved 83% accuracy on the test set, kept the model small enough for use on edge devices, and won me 2nd in the track.