Get corresponding CUDA for your TF Version: https://www.tensorflow.org/install/source#gpu https://developer.nvidia.com/cuda-11-8-0-download-archive?target_os=Linux&target_arch=x86_64&Distribution=Ubuntu&target_version=22.04&target_type=runfile_local Example: wget https://developer.download.nvidia.com/compute/cuda/11.8.0/local_installers/cuda_11.8.0_520.61.05_linux.run sudo sh cuda_11.2.2_460.32.03_linux.run --override --override to override gcc version check [Existing package manage installation of driver found] : Continue Update: I only installed Toolkit no driver/samples/demo suite/doc - note driver version is 520 export PATH=/usr/local/cuda-11.8/bin${PATH:+:${PATH}} export LD_LIBRARY_PATH=/usr/local/cuda-11.8/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}} export CUDA_HOME=/usr/local/cuda Now install CUDNN: https://developer.nvidia.com/rdp/cudnn-archive For my case: Download cuDNN v8.6.0 (October 3rd, 2022), for CUDA 11.x Download tar: [doesn't work anymore withou