Commit 011dbb8f authored by Keunwoo Choi's avatar Keunwoo Choi
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update readme

parent 26ffe7b3
......@@ -5,7 +5,11 @@ Repo for paper ["Transfer learning for music classification and regression tasks
![diagram](https://github.com/keunwoochoi/transfer_learning_music/blob/master/diagram.png "diagram")
![results](https://github.com/keunwoochoi/transfer_learning_music/blob/master/results.png "results")
# Mode 1/1. To use the same feature extractor
# Mode 1/1. To use the pre-trained convnet feature extractor
probably for your own work.
## Prequisite (Same as mode 2 except datasets)
- [Keras 1.2.2 (OLD ONE!)](https://github.com/fchollet/keras/tree/1.2.2/keras) (*NOT THE MOST RECENT VERSION*)
- [Kapre OLD VERSION for OLD KERAS](https://github.com/keunwoochoi/kapre/tree/a3bde3e38f62fc5458231198ea2528b752fbb373) by
......@@ -48,15 +52,14 @@ Then load the `.npy` file. The features are size of `(num_songs, 160)`.
* Prerequisite
- [Keras 1.2.2 (OLD ONE!)](https://github.com/fchollet/keras/tree/1.2.2/keras) (*NOT THE MOST RECENT VERSION*)
- [Kapre OLD VERSION for OLD KERAS](https://github.com/keunwoochoi/kapre/tree/a3bde3e38f62fc5458231198ea2528b752fbb373) by
```
$ git clone https://github.com/keunwoochoi/kapre.git
$ cd kapre
$ git checkout a3bde3e
$ python setup.py install
```
- Sckikt learn, Pandas, Numpy,..
- Optionally, `Sckikt learn, Pandas, Numpy`,.. for your convenience.
## Usage
......@@ -67,10 +70,12 @@ $ python setup.py install
# Common
## Links
- [Train/valid/test split of MSD](https://github.com/keunwoochoi/MSD_split_for_tagging/blob/master/README.md)
- [Train/valid/test split of MSD](https://github.com/keunwoochoi/MSD_split_for_tagging/blob/master/README.md) that I used for the training
- [Paper: arXiv 1703.09179, Transfer Learning for Music Classification and Regression tasks](https://arxiv.org/abs/1703.09179)
- [Blog article](https://keunwoochoi.wordpress.com/2017/03/28/paper-is-out-transfer-learning-for-music-classification-and-regression-tasks-and-behind-the-scene-negative-results-etc/)
```
#### Citation:
@misc{choi2017transfer,
title={Transfer learning for music classification and regression tasks},
author={Choi, Keunwoo and Fazekas, George and Sandler, Mark and Cho, Kyunghyun},
......
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