LSTM encoder - decoder network for anomaly detection.
Just look at the reconstruction error (MAE) of the autoencoder, define a threshold value for the error and tag any data above the threshold as anomaly.
Code generated in the video can be downloaded from here:
https://github.com/bnsreenu/python_for_microscopists