More precisely this error happens when trying to install tensorflow following the tensorflow site instructions. Also you may have Conda already installed in your Machine.
$ sudo pip install --upgrade $TF_BINARY_URL
> tensorflow-0.6.0-cp34-none-linux_x86_64.whl is not a supported wheel
> on this platform.