I am using selenium with python and have downloaded the chromedriver for my windows computer from this site: http://chromedriver.storage.googleapis.com/index.html?path=2.15/
If you are using remote interpreter you have to also check if its executable PATH is defined. In my case switching from remote Docker interpreter to local interpreter solved the problem.