[SciPy-Dev] Cython optimize root finders

[Mark Alexander Mikofski]

Hi,

After some previous discussion, I have implemented or wrapped some root
finders from optimize in Cython for users who need performance improvements
or low level control.

See https://github.com/scipy/scipy/pull/8431#issuecomment-412699499

I would appreciate anyone's comments.

Thanks,
Mark
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