Answer by leewz for How can I install NumPy on Windows using 'pip install'?

As of March 2016, pip install numpy works on Windows without a Fortran compiler. See here.

pip install scipy still tries to use a compiler.

July 2018: mojoken reportspip install scipy working on Windows without a Fortran compiler.