BUG: handle fill_value dtype checks correctly in RegularGridInterpolator

fixes #3703
Changed INSTALL file extension to rst
Made some small improvements to INSTALL notes
Changed extension to .rst.txt, for Windows
ENH: use numpys nanmedian if available

numpys version is several hundred times faster for repeated small
medians along a large axis. E.g. (10000, 100) -> (10000,)
Merge pull request #3718 from sbellem/docs

DOC: Changed INSTALL file extension to rst.txt
Merge pull request #3707 from andreas-h/gh3703

BUG: handle fill_value dtype checks correctly in RegularGridInterpolator
Merge pull request #3725 from juliantaylor/nanmedian-numpy

ENH: use numpys nanmedian if available