Introduction -- AI Hardware Accelerators -- AI Accelerators for Standalone Compute -- AI Accelerators for Servers and Cloud Applications -- AI Accelerators for Configurable Hardware -- Hardware Architecture for Smartphones -- Software and Benchmark for Smartphones -- Hardware Accelerators for Autonomous Vehicles -- Hardware Accelerators in Embedded Systems -- Processing-In-Memory based Hardware Accelerator -- Emerging CNN Hardware Architectures for Energy-efficient AI -- Neuromorphic Hardware Accelerators.