A multi-layer sUAS radar detecting and tracking system has been developed with hybrid deep learning capability utilizing online signal processing.  Far-field and near-field radar covers both long range and short range UAV targets, and provides the coarse and refining scan of  UAV information. The hybrid deep learning based online signal processing provides accurate and detailed UAV information.