Based on this gist about installing Chromedriver in Linux Fedora. And setting up the correct file location in your Python scripts.

$ wget https://chromedriver.storage.googleapis.com/2.37/chromedriver_linux64.zip
$ unzip chromedriver_linux64_2.3.zip
$ sudo cp chromedriver /usr/bin/chromedriver
$ sudo chown root /usr/bin/chromedriver
$ sudo chmod +x /usr/bin/chromedriver
$ sudo chmod 755 /usr/bin/chromedriver

Then setup Chromedriver using the right location.

driver = webdriver.Chrome('/usr/bin/chromedriver')