Keeping Control on Deep Learning Image Recognition Algorithms

Abstract

In this chapter a framework is presented to control machine learning applications. This framework is based on the case of a major insurance company that applied a machine learning application to supports damage reports after a major hailstorm. This hailstorm caused severe damage to greenhouses in two provinces in the Netherlands. The study concludes that the internal control framework of the Courts of Audit presented in chapter “Understanding Algorithms” provides a solid basis for risk management. Furthermore, several additional risk areas are presented.