Comment by XCSme

Not only upgrading is hard, but also installation (on Windows at least). For each Tensorflow version you need a specific python version, a specific CUDA version, specific tensorflow-gpu version, and many other easy to get wrong things. The problem is not the requirements, but that it's very hard to know what versions are compatible. There are endless threads on Github of people trying to use Tensorflow but failing after spending days trying to install it.