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Deep Learning 101 for Audio-based MIR
Abstract
Abstract
Introduction
Introduction
Datasets .hdf5/.pyjama
Pytorch
TorchLightning training
Notebooks in Colab
Tasks
Music Audio Analysis
Multi-Pitch-Estimation (MPE)
Cover Song Identification (CSI)
Auto-Tagging (front-ends)
Auto-Tagging (self-supervised-learning)
Music Audio Processing
Source Separation
Musical Audio Generation
Basics of Generative Modeling
Early Works
Autoregressive Generation
Generation with Latent Diffusion
Deep Learning Bricks
Inputs
Front-ends
Projections
Bottleneck
Architectures
Paradigms
References
About the authors
Bibliography
Repository
Open issue
.md
.pdf
Music Audio Processing
Music Audio Processing
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