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With the regular Windows environment, in my Python script I'd normally have:

webdriver.Chrome()

This works as I've added c/Python34/Scripts/ in my path (which is where I placed chromedriver.exe

...

Unfortunately, most Linux tools think that chromedriver and chromedriver.exe are different executables :-)

One possible workaround (I haven't tried it myself): You could create a text file /mnt/c/Python34/Scripts/chromedriver and populate it with the following:

#!/bin/sh
chromedriver.exe "$@"

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