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Time of writing: Jan 18, 2023, updated on Sep 22, 2024. The following assumes that you're trying to install CUDA on WSL2 Ubuntu.
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Check support matrix first before you install any version of CUDA, because chances are the latest CUDA does not have cuDNN support yet, then you would have to re-install older version if you found out later.
https://docs.nvidia.com/deeplearning/cudnn/support-matrix/index.html#cudnn-cuda-hardware-versions
At the time of writing, the latest cuDNN version is 8.7 and it supports CUDA 11.8.
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Windows 10 must be build
20145
or later, or you should be on Windows 11.