AES Fall Online 2021 Tutorial "Deep Learning for Audio Signal Processing, with Python and Pytorch Examples"

See also the video at: https://www.tu-ilmenau.de/universitaet/fakultaeten/fakultaet-elektrotechnik-und-informationstechnik/profil/institute-und-fachgebiete/fachgebiet-angewandte-mediensysteme/publikationen/talks-and-tutorials

Content

• Introduction into machine learning for audio

• Best practices

• Convolutional layers as filter, predictor, classifier

• Autoencoders as filter bank with optimization

• Variational autoencoders as audio coder with quantization

• Recurrent Neural Networks as Infinite Impulse Response filters