Interestingly though, Windows version of Numpy on Anaconda is quite a lot faster than what you'll get with Ubuntu, like 2x faster easily. I think it has to do with the fact that AVX instructions are used on the windows linalg routines that it binds to. If you buy MKL of course you get much more speed again.