Installing Keras Tensorflow for R/RStudio on Windows 10 for GPU

General
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I have been trying without success to install to get keras/tensor flow working on windows 10 with GPU. The various writes up on blogs are help but don't seem to work completely and when I test

session <- tf$Session

I get the tensorflow can not be found.

Is there a current list of what versions of Cuda, CuDNN, Anaconda, Visual Studio(?) to install as most of the post on doing this appear to be over a year old?

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I think this is the best guide to do it (make sure to follow the links to other guides to install Cuda and CuDNN deps)

https://tensorflow.rstudio.com/tools/local_gpu.html

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