Ignorant means uninformed, while stupid means lacking brainpower.
Both words can be derogatory if used in hostility, so take care not to accidentally insult anyone when using them.
To help you remember the difference between these words, and to introduce a note of positivity to a somewhat unfriendly topic, remember that someone who is ignorant can work to become informed.
AND, stupid is as stupid does