The study is a randomized, controlled study aimed at testing whether almonds, consumed within a free-living, self-selected diet, improve body composition and liver fat, relative to a low-fat/high-carbohydrate cereal bar (LF-HC) in overweight and obese Blacks and Hispanics. A secondary aim is to determine whether almond consumption will lead to an overall lower CVD risk profile.