How to visualize the data after the features extraction / dimension reduction using autoencoders

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I've done the aitoencoder model but a visualization of the data after autoencoder would provide a better explanation in my opinion.The problem is that I do not know how to create a visualization figure like the one shown below.
The figure here is obtained from the article I refered to while doing the autoencoder model for feature extraction / dimension reduction.

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