An educational course on deep learning for audio, taught at HSE CS Faculty. The course covers digital signal processing fundamentals, automatic speech recognition (CTC, LAS, RNN-T), source separation, text-to-speech, voice conversion, and audio self-supervised learning. Materials include weekly lectures and seminars with hands-on practice using PyTorch.