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Download data files (any files at https://www.gw-openscience.org/data/ will be good) and execute the Jupyter notebook (https://github.com/luca-rei/ml-genoa). For convenience in the Jupyter we assume to work with Pandas dataframes, (for reading an hdf5 file please use myarray = np.fromfile(filename, dtype=float) ),hdf5 files,the interesting part is how the output of an encoded signal (gw) differ from an encoded noise (compare their size and their entropy). For example try to encode different data...

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References

https://blog.keras.io/building-autoencoders-in-keras.html

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