Music Information Retrieval

Music Information Retrieval

University of Victoria

This program offers a comprehensive introduction to the emerging research area of Music Information Retrieval (MIR). Topics include techniques from signal processing, machine learning, information retrieval, human-computer interaction, and software engineering are applied in the design and development of MIR algorithms and systems. In this program you will gain an introduction to MIR, Audio Signal Processing, and Machine Learning, and will learn about audio feature extraction, content-based audio searching, automatic rhythmic analysis, and MIDI and symbolic MIR. Additional topics covered in this program include:

  • Genre, Emotion and Tag Classification
  • Music Transcription
  • Query by humming
  • Structural analysis of music
  • Audio programming
  • Audio fingerprinting and watermarking
  • Content and Context aware interfaces for music and audio

Please note: All courses in the Program are now active and available.

Learning Outcomes

Ability to critically read, understand, and implement algorithms and systems described in research publications at the International Conference of the Society for Music Information Retrieval (ISMIR) and other peer-reviewed journals and conferences.

Understanding of the wide diversity of evaluation metrics and methodologies required to develop effective music information retrieval software systems.

Ability to integrate interdisciplinary knowledge in the process of developing a non-trivial potentially collaborative project.

Overview

3 Courses
16 Sessions / 6.0 hours of work per session
116 Lesson videos
Course 1: Extracting Information From Music Signals Starts in 5 days
  • Session 1: Time, Frequency, and Sinusoids
  • Session 2: DFT and Time-Frequency Representations
  • Session 3: Monophonic Pitch Detection
  • Session 4: Audio Feature Extraction
  • Session 5: Rhythm Analysis
Course 2: Machine Learning for Music Information Retrieval * Starts on Aug 6, 2021
  • Session 1: Supervised Learning and Naive Bayes Classification
  • Session 2: Discriminative Classifiers
  • Session 3: Genre Classification
  • Session 4: Emotion Recognition and Regression
  • Session 5: Tags
  • Session 6: Music Visualization
Course 3: Music Retrieval Systems * Starts in 20 hours
  • Session 1: Query Retrieval
  • Session 2: Polyphonic Alignment and Structure Segmentation
  • Session 3: Chord Detection and Cover Song Identification
  • Session 4: Transcription and Sound Source Separation
  • Session 5: Audio Fingerprinting and Watermarking
* Program exclusive course

Featured Coursework

Requirements

Skill Level : Advanced

Prior Knowledge

  • Good knowledge of programming, basic linear algebra, probability, and statistics.

Equipment

  • Computer with installation privileges.

Software

  • This program is mostly software agnostic but existing frameworks for MIR and audio will be used. All software will be freely available and typically also open source. Examples include: Audacity, Marsyas, Sonic Visualizer, and VAMP plugins.
Upon completion you'll earn
  • A verified Specialist Certificate that prove you completed the Program and mastered the subject.*
  • A verified course Certificate for each individual course you complete in the program.*

* Each certificate earned is endorsed by Kadenze and the offering institution(s).

Price: $400 USD ($600 USD)

ON SALE! That's $200 off the original price!

Specialist Certificate

Receive a Specialist Certificate by earning a Certificate of Accomplishment in each course within a Program.
Students earn a Certificate of Accomplishment for any course they complete with a grade of 65% or higher.
Using its unique link, you can share your certificate with everyone from future employers and schools to friends, family, and colleagues.

Why join a Program?

Becoming a specialist in a subject requires a highly tuned learning experience connecting multiple related courses. Programs unlock exclusive content that helps you develop a deep understanding of your subject. From your first course to your final summative assessment, our thoughtfully curated curriculum enables you to demonstrate your newly acquired skills.

Program Benefits
Access an exclusive curriculum taught by expert instructors and industry leaders
Earn a verified Specialist Certificate with a unique shareable link
Submit and share coursework
Enroll in credit-eligible Programs and receive college credit (when applicable)
Receive grades and feedback
Build a portfolio to showcase your work
Participate in forum discussions
Receive exclusive discounts on select Program materials
Test your new specialty with a summative assessment
Collaborate with peers