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VisualizationsGenerative & Applied Deep Learning

Autoencoder Applications

Click each sample to see how badly an autoencoder trained on normal data rebuilds it. The unusual one scores a high error and is flagged.

reconstruction error
0.04
looks normal

Train only on normal data. Anything the model rebuilds badly is something it has never seen — no anomaly labels required.

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