Pip install xgboost isn't working on Windows x64

Hi all there,
I am running Py 3.6.3, Windows 10 and using the latest Anaconda build,

The issue is that I had recently switched to the xgb gpu version and it was working perfectly, now when I am trying to re install the xgb non GPU version via
pip install xgboost
It’s not working

For reference, the error is exactly the same as mentioned in this closed issue

The error pip gives No files/directories in C:\users\appdata\local\temp\pip-build-5urgx3\xgboost\pip-egg-info (from PKG-INFO

In the mean while this works (the Py 3.6 whl file works)

Update: You are now able to run pip install xgboost on Windows.