Events and opportunities around the SF Bay — And Beyond! Post an Event

Loading Events

« All Events

  • This event has passed.

Deep Learning for MIR I: How do Neural Networks Learn Music?

July 1, 2018 - July 6, 2018

An exploration of the mathematical principles that make Neural Networks learn from data. Students will build different Neural Network architectures in Julia (from scratch) and in Python with tensorflow*. We will cover Feedforward, Recurrent and Convolutional Models. Models will be trained to solve Timbre detection, Genre classification, and Natural Language Processing tasks. Students develop their own original research project using Deep Learning. This course is meant for individuals who want to understand how neural networks work. Prerequisites: (1) multivariate calculus and (2) programming proficiency.

Details

Start:
July 1, 2018
End:
July 6, 2018
Event Categories:
,
Event Tags:
Website:
https://ccrma.stanford.edu/workshops/deep-mir-I

Organizer

Stanford University Dept of Music CCRMA
Email:
wkeats@stanford.edu
Website:
https://ccrma.stanford.edu/

Venue

CCRMA Stage, Stanford University
660 Lomita Ct
Stanford, CA 94305 United States
+ Google Map
Website:
https://ccrma.stanford.edu/