By deploying machine-learning algorithms at the network edge, edge learning can leverage enormous real-time data generated by billions of mobile devices to train AI models, which enable intelligent applications. In this emerging research area, one key direction is efficiently utilize radio resources for wireless acquisition minimize latency executing a task an server. Along direction, we consid...