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Rarely used in practice??? Dude, are you being facetious?? SVD is the sledgehammer that cracks any problem you come up against...

really? it doesn't scale and is not amenable to online updates. unless... wait... are YOU being facetious?

SVD solves most problems I need to solve. But then, I conjecture we are in different fields.