I found this to finally work.
python3 -m pip install --upgrade https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.12.0-py3-none-any.whl
Edit 1: This was tested on Windows (8, 8.1, 10), Mac and Linux. Change python3 to python according to your configuration. Change py3 to py2 in the url if you are using Python 2.x.
Edit 2: A list of different versions if someone needs: https://storage.googleapis.com/tensorflow
Edit 3: A list of urls for the available wheel packages is available here: https://www.tensorflow.org/install/pip#package-location
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