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Try TDA ("mapper", or really, anything based on kernel density computed connectivity), it's a whole new world.

This ain't your parents' "factor analysis".

Ooooo I will definitely check it out! It's strangely hard to find any comparisons in youtube videos -- it seems TDA isn't actually a dimensional reduction algorithm, but something closely relayed, maybe?

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