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RainforestChallenge

Dataset

https://www.kaggle.com/c/rfcx-species-audio-detection/data

Dataset was downloaded and extracted to a directory named 'data' at the root of the project. It is ignored by git.

pip packages

jupyterlab

pip install jupyterlab

pytorch

pip install torch===1.7.0+cu110 torchvision===0.8.1+cu110 torchaudio===0.7.0 -f https://download.pytorch.org/whl/torch_stable.html

matplotlib

pip install matplotlib

numpy (correct version)

Windows is having an issue importing torch with numpy 1.19.4, so uninstall numpy and install v1.19.3.

pip uninstall numpy
pip install numpy==1.19.3

SoundFile (audio i/o backend)

pip install SoundFile

pandas

pip install pandas

tqdm

pip install tqdm

librosa

pip install librosa

tensorflow

pip install tensorflow-gpu
pip install keras
pip install tensorflow_addons

scikit learn

pip install scikit-learn
pip install scikit-multilearn

cupy (CUDA compatible implementation of numpy)

pip install cupy-cuda110

glob2

pip install glob2

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  • Jupyter Notebook 99.7%
  • Python 0.3%