/music-information-retrieval_UVAC

Professional programme offered by The University of Victoria about signal processing, machine learning and music information retrieval.

Music Information Retrieval

Professional programme offered by The University of Victoria (Canada) about signal processing, machine learning and music information retrieval.

Course 1: Extracting Information From Music Signals

  • 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

  • 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

  • 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