This lecture was given at the 3rd Greenedge training school, held at CTTC (Barcelona, Spain) in November 21-25, 2022. Here Melika introduces spiking neural networks, their learning approaches, neuromorphic architectures along with their advantages and applications. A very inspiring talk.