Commit 4642e17f authored by Keunwoo Choi's avatar Keunwoo Choi
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# transfer_learning_music
Repo for paper "Transfer learning for music classification and regression tasks"
## Prequisite
* Download datasets:
- [Extended ballroom](http://anasynth.ircam.fr/home/media/ExtendedBallroom/)
- [Gtzan genre](http://marsyasweb.appspot.com/download/data_sets/)
- [Gtzan speech/music](http://marsyasweb.appspot.com/download/data_sets/)
- [emoMusic](http://cvml.unige.ch/databases/emoMusic/)
- [Jamendo singing voice](http://www.mathieuramona.com/wp/data/jamendo/)
- [Urbansound8K](https://serv.cusp.nyu.edu/projects/urbansounddataset/urbansound8k.html)
* Software
- [Keras 1.2.2](https://github.com/fchollet/keras/tree/1.2.2/keras)
- [Kapre 0.0.3](https://github.com/keunwoochoi/kapre), or get the right version with pip
- Sckikt learn, pandas.
## Usage
* `0. main_prepare_many_datasets.ipynb`: prepare dataset, pre-processing
* `1. feature extraction for 6 tasks.ipynb`: feature extraction (MFCC and convnet features)
* `2_main_knn_svm_transfer`: Do SVM
* `3. knn and svm (with AveragePooling) results plots`: Plot results
## Link
Paper link will added soon.
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