In essence an ephemeral port is a random high port used to communicate with a known server port. For example, if I ssh from my machine to a server the connection would look like:
192.168.1.102:37852 ---> 192.168.1.105:22
22 is the standard SSH port I'm connecting to on the remote machine; 37852 is the ephemeral port used on my local machine