Directory colors are not easily readable with bash. This registry change will modify the terminal colors to the default xterm colors. Thanks to the user
tobia on Github. This issue was really annoying!
This appears to have been fixed recently. I reinstalled Windows and grabbed Ubuntu from the Windows Store and the colors are much better.