don't know about python unfortunately, but you might be interested in the Nystrom method to speed things up
I have 64GB of RAM so it's not a hardware memory prob, it's python...
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will Google!
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principle is probably similar to kd tree, ie you don't need to compute all distance bc you can interpolate some
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