194.039 Intelligent Audio and Music Analysis
This course is in all assigned curricula part of the STEOP.
This course is in at least 1 assigned curriculum part of the STEOP.

2020W, VU, 3.0h, 4.5EC
TUWEL

Properties

  • Semester hours: 3.0
  • Credits: 4.5
  • Type: VU Lecture and Exercise
  • Format: Distance Learning

Learning outcomes

After successful completion of the course, students are able to explain basics in acoustic signal processing, auditory scene analysis, and music information retrieval, implement and apply current mtechniques in these areas, critically evaluate methods, and—based on this—develop new methods.

Subject of course

Selected topics from the areas of acoustic signal processing, auditory scene analysis, and music information retrieval are presented and discussed, comprising the following:

- Fundamentals of audio processing, analysis, and description
- Audio event detection and classification
- Detection and tracking of musical events
- Tracking of musical concepts (e.g., beats, meter, key)
- Instrument detection and transcription
- Real-time tracking of audio events
- Music genre classification and tagging
- Multi-modality in semantic music description
- Music retrieval and recommendation

Topics are contextualized historically, giving an overview of the development from hand-crafted features to recent deep learning based methods, including convolutional and recurrent neural networks. Emphasis is given to aspects of evaluation, such as used metrics and ground truth construction. Understanding of theoretical concepts is deepened through accompanying applied lab exercises.

Teaching methods

Lectures, practical assignments

Mode of examination

Immanent

Additional information

First Meeting (Vorbesprechung) on Zoom, 7.10., 2:15pm

https://tuwien.zoom.us/j/93824030889?pwd=Ymdpc1Z1NDFkcUZCWXcydWZ2a0I3QT09 

Meeting ID: 938 2403 0889 Password: 0m08T.13

 
 
ECTS Breakdown: 3.0h = 4.5 ECTS = 112.5 hours
  • 20.0h – lectures
  • 66.5h – practical tasks
  • 25.0h – preparation for examination
  •  1.0h – written examination
     

Lecturers

Institute

Course dates

DayTimeDateLocationDescription
Wed14:15 - 15:1507.10.2020 Zoom Meeting https://tuwien.zoom.us/j/93824030889?pwd=Ymdpc1Z1NDFkcUZCWXcydWZ2a0I3QT09 Meeting ID: 938 2403 0889 Password: 0m08T.13Vorbesprechung / First gathering
Wed14:00 - 16:0014.10.2020 - 27.01.2021 Zoom (see TUWEL)Lecture
Intelligent Audio and Music Analysis - Single appointments
DayDateTimeLocationDescription
Wed07.10.202014:15 - 15:15 Zoom Meeting https://tuwien.zoom.us/j/93824030889?pwd=Ymdpc1Z1NDFkcUZCWXcydWZ2a0I3QT09 Meeting ID: 938 2403 0889 Password: 0m08T.13Vorbesprechung / First gathering
Wed14.10.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed21.10.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed28.10.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed04.11.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed11.11.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed18.11.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed25.11.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed02.12.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed09.12.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed16.12.202014:00 - 16:00 Zoom (see TUWEL)Lecture
Wed13.01.202114:00 - 16:00 Zoom (see TUWEL)Lecture
Wed20.01.202114:00 - 16:00 Zoom (see TUWEL)Lecture
Wed27.01.202114:00 - 16:00 Zoom (see TUWEL)Lecture

Examination modalities

3 practical assignments, written exam

Course registration

Begin End Deregistration end
30.08.2020 07:00 21.10.2020 23:59 21.10.2020 23:59

Curricula

Literature

No lecture notes are available.

Language

English