[nestorD]

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).

[lmcinnes]

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.