locosoft1986 / dl4mir

Deep learning for MIR

dl4mir: A Tutorial on Deep Learning for MIR

by Keunwoo Choi ([e-mail])

This is a repo for my tutorial paper; A Tutorial on Deep Learning for Music Information Retrieval.

Tutorials

1. Example 1: Pitch detector with a dense layer
2. Example 2: Chord recogniser with a convnet
3. Example 3: Setup config.json
4. Example 4: download and preprocess
5. Real examples with real datasets! * Example 5-1: Time-varying classification example using Jamendo dataset * Example 5-2: Time-invariant classification example using FMA dataset

Prerequisites

$ pip install -r requirements.txt
$ git clone https://github.com/keunwoochoi/kapre.git
$ cd kapre
$ python setup.py install

to install

• Librosa, Keras, Numpy, Matplotlib, Future
• kapre

Cite?

@article{choi2017tutorial,
  title={A Tutorial on Deep Learning for Music Information Retrieval},
  author={Choi, Keunwoo and Fazekas, Gy{\"o}rgy and Cho, Kyunghyun and Sandler, Mark},
  journal={arXiv:1709.04396},
  year={2017}
}

Or visit the paper page on Google scholar for potential updates.