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I want to install TensorFlow with python 3.5 using anaconda but I don't know which anaconda version has python 3.5. When I go to anaconda download page am presented with Anaconda 4.3.1 which has either version 3.6 or 2.7 of python

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You can try installing any current version of Anaconda. Then, you can try making a conda environment with the particular needs from the documentation

conda create -n tensorflowproject python=3.5 tensorflow ipython

This command has a specific version for python and when this TensorFlow project environment gets updated it will upgrade to Python 3.5999999999 but never go to 3.6. Then you switch to your environment using either

source activate tensorflowproject

For Linux/Mac or on windows

activate tensorflowproject

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To know the version of anaconda according to the official documentation it is recommended to downgrade the whole Python environment:

conda install python=3.5

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