The MyFoodRepo project aims to produce accurate nutritional value estimates from images of food items. My work involved training the baseline Tortilla image classifier on a private dataset of food images, handling class imbalance in the data, setting up a coco-ui like segmentation interface on MTurk, and a webcrawler for obtaining further training data.