Hashimoto's Thyroiditis (HT) is the most common type of inflammation of the thyroid gland and accurate diagnosis of HT would be advantageous in predicting thyroid failure. The application presents a three tier architecture for image-based diagnosis and a monitoring application using a network cloud. The presentation layer is run on the tablet (e.g., a mobile device), while the business and persistence layers run on a single network cloud or distributed on different network clouds in a multi-tenancy and multi-user application. Such three tier architecture is used for automated data mining application for diagnosis of Hashimoto's Thyroiditis (HT) Disease using ultrasound.