After this thread was created, I discovered that recent versions of Windows 10 have a hotkey to bring up an emoji selector: Win+. (period) or Win+; (semicolon).
👌😁👍
And you can even press the hotkey and then just start typing a word like "rocket" and it will filter the emoji for you. 👨🚀🚀👩🚀