Machine Learning is a multi-layered neural network that has gained considerable popularity in recent years as it continues to shatter previous computer-vision benchmarks. Neural networks have been around for many years and take their inspiration from biological nervous systems. Only in recent years have they reached their full potential with the addition of multiple hidden layers. EMSI is an early adapter of Machine Learning as applied to SAR imagery. We have used Machine Learning to significantly improve the accuracy of combat identification.