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Removing nvidia cuda toolkit and installing new one

Followed everything from the above link but I still have cuda and cuda-9.1 folder in my /usr/local/ directory?

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Try these commands if you haven't already

sudo apt-get --purge -y remove 'cuda*'
sudo apt-get --purge -y remove 'nvidia*

after this I ran the command below and it did the trick for me

sudo apt-get autoremove --purge cuda

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