Deep Learning Course (NYU, Spring 2020) - Week 4 – Practicum: Listening to convolutions

Course website: http://bit.ly/DLSP20-web Playlist: http://bit.ly/pDL-YouTube Speaker: Alfredo Canziani Week 4: http://bit.ly/DLSP20-04 0:00:00 – Week 4 – Practicum PRACTICUM: http://bit.ly/DLSP20-04-3 We start with a brief review of linear algebra and then extend the topic to convolutions using audio data as an example. key concepts like locality, stationarity and Toeplitz matrix are discussed. Then we give a live demo of convolution performance in pitch analysis. Finally, there is a short digression about the dimensionality of different data. 0:01:08 – Linear Algebra Review 0:17:10 – Extend Linear Algebra to Convolution 0:28:29 – Listening to Convolutions