Deep learning has become an area of interest in most scientific areas, including physical sciences. Modern networks apply real-valued transformations on the data. Particularly, convolutions convolutional neural discard phase information entirely. Many deterministic signals, such as seismic data or electrical contain significant signal. We explore complex-valued deep to leverage non-linear featu...