incredible, incredulous
incredible means not to be believed (That’s an incredible story.)
incredulous means skeptical (I was incredulous of the story.)

irregardless, regardless
irregardless is not a word
regardless means having no regard

issue, problem
issue means many things (e.g. latest issue) but does not mean a problem
problem means a difficulty to be dealt with