On this page, we share links to literature on deep learning. The first two links are related to audio and acoustics.
- This paper is a gentle introduction to deep learning:
Marie A. Roch et al., "How machine learning contributes to solve acoustical problems," Acoustics Today, vol. 17, no. 4, pp. 48-56, 2021. - The next one is a technical review article, which is already more demanding:
H. Purwins, B. Li, T. Virtanen, J. Schlüter, S. -Y. Chang, and T. Sainath, "Deep Learning for Audio Signal Processing," IEEE Journal of Selected Topics in Signal Processing, vol. 13, no. 2, pp. 206-219, May 2019. (Also available in arXiv)
- Here's an entire online textbook about deep learning written by top researchers. However, notice that this book is from the year 2016, so the newest tricks are missing:
I. Goodfellow et al., Deep Learning, MIT Press, 2016.