I see the discussions still talk about the old way of setting up chromedriver by downloading the binary and configuring the path manually.
This can be done automatically using webdriver-manager
pip install webdriver-manager
Now the above code in the question will work simply with below change,
from selenium import webdriver
from webdriver_manager.chrome import ChromeDriverManager
driver = webdriver.Chrome(ChromeDriverManager().install())
The same can be used to set Firefox, Edge and ie binaries.