Before revision:  In contrast to compute-intensive Deep Neural Networks that employ separate training and inference phases, TNNs are capable of extremely efficient online incremental/ continuous learning and are excellent candidates for building edge-native sensory processing units.
After revision:  In contrast to compute-intensive Deep Neural Networks that employ separate training and inference phases, TNNs are capable of extremely efficient online incremental/ continual learning and are excellent candidates for building edge-native sensory processing units.