Peer-reviewed journals publish articles that have been reviewed by experts in the field. 
These highly respected experts (peers, referees, reviewers) read the submitted article and decide if it is acceptable for publication. If the article is acceptable, peer-reviewers may suggest changes or corrections.
Peer-reviewed articles are also known as refereed articles; generally these are found in scholarly journals.
Not all scholarly journal articles are peer-reviewed, however. Additionally, one may occasionally find peer-reviewed articles in professional journals.