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One thing that seems to be missing is a way to straightforwardly look at individual examples of data points in each cluster. Oftentimes looking at a few images (if that's what you're classifying) helps a lot more than staring at feature distribution plots.

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It was exactly what I thought. Especially they explicitly say

>"With Manifold’s design, we turned the traditional ML model visualization challenge on its head. Instead of inspecting models, we inspect individual data points "

It really seems that they went on implanting the more sophisticated step (which seems very promising), while skipping the straight forward one.

What am I missing?

Sounds like what What-It Tool (https://pair-code.github.io/what-if-tool/) provides.

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