This is a CNN that distinguishes between the sounds of foosball goals and non-goals. Included is a pickled dataset ready for use, and also the original sound recordings and foosball goals timestamps if you want to try something different.
IPython notebook: CNN on Foosball sounds.ipynb
Trained CNN model using TensorFlow (version 0.8.0): model.ckpt
Pickled Pandas dataframe (version 0.18.0): full_dataset_44100.pickle