The shortcut on Windows is WIN+PERIOD. You can continue typing and it will search for matching emoji. For example, type WIN+PERIOD+smile+ENTER and it inserts a smiley face. It also supports mathematical symbols and greek letters using the mouse, but the search doesn't find them. A shame, because it's nearly useful.