ELEC-E5632 - Audio Technology Seminar V D, Lecture, 27.2.2023-22.5.2023

Översikt

• Literature
  • Välj aktivitet On this page, we share links to literature on deep...

    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.