Creating symbolic links is super easy
ChromeDriver expects you to have chrome.exe installed in AppData, but for some reason I had it in Program Files. I figured easiest way to fix this is to (Google how to) make a symbolic link.
mklink /J "C:\path\to\fake\dir" "C:\path\to\real\dir"
Note: Won't work if the the fake dir actually exists
Note2: To delete the link just delete the fake dir