Tutorials

Programming MIR Baselines from Scratch: Three Case Studies
​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

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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