A scholarly source is written and published in the interest of academic learning and research. Most (but not all) scholarly articles are peer reviewed.
A peer reviewed article is evaluated by specialists in the same field as the author of the article and is done to ensure academic quality.
You can learn how to search for peer reviewed articles here: Finding Scholarly Journals