Issue 1:
Problem with installing Scipy 0.18.1 using PyPi on Windows (Python 2.7.13)

Here is log:

``Collecting scipy

Using cached scipy-0.18.1.tar.gz

Installing collected packages: scipy

Running setup.py install for scipy: started

Running setup.py install for scipy: finished with status 'error'

Complete output from command D:\Web\Python27\python.exe -u -c "import setuptools, tokenize;file='c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy\setup.py';f=getattr(tokenize, 'open', open)(file);code=f.read().replace('\r\n', '\n');f.close();exec(compile(code, file, 'exec'))" install --record c:\users\mklem\appdata\local\temp\pip-ceoa2h-record\install-record.txt --single-version-externally-managed --compile:

Note: if you need reliable uninstall behavior, then install
with pip instead of using `setup.py install`:

- `pip install .` (from a git repo or downloaded source
release)
- `pip install scipy` (last SciPy release on PyPI)

lapack_opt_info:
lapack_mkl_info:
libraries mkl_rt not found in ['D:\\Web\\Python27\\lib', 'C:\\', 'D:\\Web\\Python27\\libs']
NOT AVAILABLE

openblas_lapack_info:
libraries openblas not found in ['D:\\Web\\Python27\\lib', 'C:\\', 'D:\\Web\\Python27\\libs']
NOT AVAILABLE

atlas_3_10_threads_info:
Setting PTATLAS=ATLAS
D:\Web\Python27\lib\site-packages\numpy\distutils\system_info.py:1051: UserWarning: Specified path C:\projects\numpy-wheels\windows-wheel-builder\atlas-builds\atlas-3.10.1-sse2-32\lib is invalid.
pre_dirs = system_info.get_paths(self, section, key)
<class 'numpy.distutils.system_info.atlas_3_10_threads_info'>
NOT AVAILABLE

atlas_3_10_info:
<class 'numpy.distutils.system_info.atlas_3_10_info'>
NOT AVAILABLE

atlas_threads_info:
Setting PTATLAS=ATLAS
<class 'numpy.distutils.system_info.atlas_threads_info'>
NOT AVAILABLE

atlas_info:
<class 'numpy.distutils.system_info.atlas_info'>
NOT AVAILABLE

D:\Web\Python27\lib\site-packages\numpy\distutils\system_info.py:572: UserWarning:
Atlas (http://math-atlas.sourceforge.net/) libraries not found.
Directories to search for the libraries can be specified in the
numpy/distutils/site.cfg file (section [atlas]) or by setting
the ATLAS environment variable.
self.calc_info()
lapack_info:
libraries lapack not found in ['D:\\Web\\Python27\\lib', 'C:\\', 'D:\\Web\\Python27\\libs']
NOT AVAILABLE

D:\Web\Python27\lib\site-packages\numpy\distutils\system_info.py:572: UserWarning:
Lapack (http://www.netlib.org/lapack/) libraries not found.
Directories to search for the libraries can be specified in the
numpy/distutils/site.cfg file (section [lapack]) or by setting
the LAPACK environment variable.
self.calc_info()
lapack_src_info:
NOT AVAILABLE

D:\Web\Python27\lib\site-packages\numpy\distutils\system_info.py:572: UserWarning:
Lapack (http://www.netlib.org/lapack/) sources not found.
Directories to search for the sources can be specified in the
numpy/distutils/site.cfg file (section [lapack_src]) or by setting
the LAPACK_SRC environment variable.
self.calc_info()
NOT AVAILABLE

Running from scipy source directory.
Traceback (most recent call last):
File "<string>", line 1, in <module>
File "c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy\setup.py", line 415, in <module>
setup_package()
File "c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy\setup.py", line 411, in setup_package
setup(**metadata)
File "D:\Web\Python27\lib\site-packages\numpy\distutils\core.py", line 135, in setup
config = configuration()
File "c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy\setup.py", line 335, in configuration
config.add_subpackage('scipy')
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 1001, in add_subpackage
caller_level = 2)
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 970, in get_subpackage
caller_level = caller_level + 1)
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 907, in _get_configuration_from_setup_py
config = setup_module.configuration(*args)
File "scipy\setup.py", line 15, in configuration
config.add_subpackage('linalg')
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 1001, in add_subpackage
caller_level = 2)
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 970, in get_subpackage
caller_level = caller_level + 1)
File "D:\Web\Python27\lib\site-packages\numpy\distutils\misc_util.py", line 907, in _get_configuration_from_setup_py
config = setup_module.configuration(*args)
File "scipy\linalg\setup.py", line 20, in configuration
raise NotFoundError('no lapack/blas resources found')
numpy.distutils.system_info.NotFoundError: no lapack/blas resources found

----------------------------------------

Command "D:\Web\Python27\python.exe -u -c "import setuptools, tokenize;file='c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy\setup.py';f=getattr(tokenize, 'open', open)(file);code=f.read().replace('\r\n', '\n');f.close();exec(compile(code, file, 'exec'))" install --record c:\users\mklem\appdata\local\temp\pip-ceoa2h-record\install-record.txt --single-version-externally-managed --compile" failed with error code 1 in c:\users\mklem\appdata\local\temp\pip-build-hocqsj\scipy

``

Issue 2:
It would be very helpful to have binary wheel packages for Windows platform.

I think it might work to build those wheels using Appveyor service: http://www.appveyor.com/