by Keunwoo Choi (first.last@qmul.ac.uk)
This is a repo for my tutorial paper; A Tutorial on Deep Learning for Music Information Retrieval.
- Example 1: Pitch detector with a dense layer
- Example 2: Chord recogniser with a convnet
- Example 3: Setup
config.json
- Example 4: download and preprocess
- 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
$ 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
@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.