Hi Richard, Welcome to the forum!
You can certainly power LEDs from the 3.3V regulator on the board if you don’t want changes in brightness due to the battery slowly draining.
Powering a string of many LEDs can be a little difficult though, see my post here:
How many LEDs were you needing? What colour were they (a hint to get an idea of the forward voltage)