Music Classification: Beyond Supervised Learning, Towards Real-world Applications

The Basics

What is Music Classification?
Input Representations
Datasets
Problem Formulation
Evaluation

Supervised Learning

Introduction
Architectures
Audio Data Augmentations
PyTorch tutorial

Semi-supervised Learning

Beyond Supervision
Transfer Learning
Semi-Supervised Learning

Self-supervised Learning

Introduction
Methods for Self-Supervised Learning
PyTorch Tutorial

Towards Real-world Applications

MLOps
Under-Explored Problems in Academia

Conclusion

Conclusion

Resources

References

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By Minz Won, Janne Spijkervet, Keunwoo Choi
© Copyright 2021.