Lose It built its initial model for Snap It beta using something called the Food 101 dataset, which defines 101 food categories and contains 101,000 images that map to these categories.

"Food away from home slowed a little bit at 3.9% year over year, versus that .9% for the food at home category," Dr. Michael Swanson, Wells Fargo's Chief Agriculture Economist, told ABC News.