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Hadrien Foroughmand
transfer_learning_music
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4642e17f
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4642e17f
authored
Mar 17, 2017
by
Keunwoo Choi
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README.md
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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.
\ No newline at end of file
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