The special issue on Deep Learning for Music and Audio has been published in Neural Computing and Applications (Impact factor 4.664 (2018)). The guest editors for this special issue were Prof. Ching-Hua Chuan from the University of Miami and myself. I hope you will enjoy the interesting collection of articles on this emerging field, including our editorial on 'The emergence of deep learning: new opportunities for music and audio technologies':