Millimeter-wave radar has the potential to offer a weather-agnostic sensing solution to pedestrian classification. To this end, I applied a CNN architecture to micro-doppler spectrogram data simulated through Matlab in an attempt to distinguish between a pedestrian radar motion spectrogram and a bicycle radar motion spectrogram.