Courses / Video Lectures / YouTube Channels

• StatQuest with Josh Starmer (Statistics and Machine Learning)
• DeepMind x UCL | Deep Learning Lecture Series 2020
• Coursera | Deep Learning Specialization
• Stanford | CS231n Convolutional Neural Networks for Visual Recognition
• Stanford | CS224n Natural Language Processing with Deep Learning
• NYU | DS-GA 1008 Deep Learning
• Yannic Kilcher's Deep Learning Paper Review

Python / Jupyter Notebook for Music, Audio and Machine Learning

• CCRMA MIR Workshop (Notes on Music Information Retrieval)
• LibROSA
• Scikit-learn
• PyTorch

Books

• Fundamentals of Music Processing (FMP), Meinard Müller, Springer, 2015
• Pattern Recognition And Machine Learning (PRML), C. Bishop, Springer, 2006
• Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville (DL), MIT Press, 2017
• Audio Content Analysis, Alexander Lerch, Wiley 2012

Dataset Links

• Audio Content Analysis: Datasets
• ISMIR.net dataset links
• SigSep: Multi-track audio datasets
• Million Song Dataset (MSD)
• MTG - Music Technology Group (UPF) datasets

Research Websites and Blogs

• Distill
• Recommending music on Spotify with deep learning, Sander Dieleman
• Generating Music in the Waveform Domain, Sander Dieleman
• Building An AI-Empowered Music Library with TensorFlow

Review papers in Music and Audio Research

• Content-Based Music Information Retrieval: Current Directions and Future Challenges, Casey et al., 2008
• Music Information Retrieval: Recent Developments and Applications, Schedl et al, 2014
• Automatic Music Transcription: An Overview, Benetos et al., 2018
• Musical Source Separation: An Introduction, Cano et al., 2018
• Deep Learning for Audio-Based Music Classification and Tagging: Teaching Computers to Distinguish Rock from Bach, Nam et al., 2018
• Cross-Modal Music Retrieval and Applications: An Overview of Key Methodologies, Müller et al., 2018
• Audiovisual Analysis of Music Performances: Overview of an Emerging Field, Duan et al., 2018
• An Introduction to Signal Processing for Singing-Voice Analysis: High Notes in the Effort to Automate the Understanding of Vocals in Music, Humphrey et al., 2018

Course Website Archieves

• Fall 2022
• Fall 2021
• Fall 2020