A quick overview of how to use Autoencoders with TensorFlow to do anomaly detection, waveform.data can be downloaded at: https://archive.ics.uci.edu/ml/machine-learning-databases/waveform/
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Autoencoder example in TensorFlow used for anomaly detection on fixed size feature vector
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