Cannot Ping or Remote Desktop to Hyper-V Guest from Hyper-V Host

If you find you cannot ping or remote desktop to your Hyper-V guest, check these two things:
1) Make sure Remote Desktop is enabled on the guest
2) Make sure you have turned on network discovery on the guest