Read aloud = read out loud = say the words as you're reading.
Read loud is technically wrong, although people do say it. It should be read loudly because read is a verb, so you need an adverb. Either way, it means read aloud... but with more volume...like a teacher talking to a student in class...read the paragraph aloud, but as there's a lot of noise coming from outside, read loudly.