Rachel Bittner
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Tutorials

Programming MIR Baselines from Scratch: Three Case Studies
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International Society for Music InformationRetrieval (ISMIR) conference
  • Part 1: Transcription with NMF (Ethan Manilow)
  • Part 2: Pitch Tracking with pytorch (Rachel Bittner)
  • Part 3: Instrument Classification with OpenL3 & Tensorflow (Mark Cartwright)
📺 See the recording here.
2021
Fundamental Frequency Estimation in Music
International Society for Music Information Retrieval (ISMIR) conference
  • Part 1: Pitch (Alain de Cheveigné)
  • Part 2: Polyphonic fundamental frequency estimation (Rachel Bittner)
  • Part 3: Applications (Johana Devaney)
2018

Courses

Music Information Retrieval
New York University (MPATE-GE 2623)
  • Introduction [slides]
  • Time-Frequency Representations [slides][exercises]
  • A Brief Introduction to Machine Learning [slides][exercises]
  • Sound Classification [slides][exercises]
  • Data Augmentation [slides][exercises]
  • Beats and Downbeats [slides][exercises]
  • Chords [slides][exercises]
  • Pitch [slides][exercises]
  • Transcription [slides][exercises]
  • Source Separation [slides][exercises]
  • Similarity [slides][exercises]
Fall 2019
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