We are developing a bit on dirty_feri, because it is not completely updated.
Tensorflow for Windows is only supported with Python 3.5 and Python 3.6 (since version 1.2). As you download via pip, you will get the latest version 1.2 so you can work on 3.6.
No need to use the Anaconda version of Tensorflow, the distribution is not supported, and if you use anaconda, the pip version is just fine.
If you still require python 2.7 support for other projects, I can suggest using an environment manager like anaconda or virtualenv so you can use multiple versions of python at once.
After installing a supported version of python, you can run pip install tensorflow and install it in a few minutes.
Full installation instructions are available here: https://www.tensorflow.org/install/install_windows
Jooke
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