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README.md

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 # EchoNet
 
 Porting some of my old convnet code into Keras - a work in progress.
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+It's still a very rough skeleton, so use at your own risk, but due to numerous inquiries I decided to publish it sooner rather than later. I will try to implement the missing bits soon.
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+Current features:
+- `examples/esc_convnet_paper.py` reimplements the [Environmental Sound Classification with Convolutional Neural Networks paper](https://github.com/karoldvl/paper-2015-esc-convnet)
+- `echonet/datasets/esc_original.py` provides a loading wrapper around the ESC-50 dataset
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+For the time being some important requirements:
+- Python 3.5
+- ESC-50 WAV version: https://github.com/karoldvl/ESC-50/archive/wav-files.zip