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But then you have to train a neural network and lose on the speed advantage of UMAP (offline yes but still much slower and finicky).

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It is really not that much slower for training (see the paper), and if you are interested in pipelines the difference is not so great considering you are looking at a one off training time vs. lots of inference.

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