The Machine Learning Team is engaged in a variety of research related to several programmatic efforts at Los Alamos National Laboratory. Our research is making fundamental advances in the field of computational learning theory, and we build on these results to develop robust solutions to a wide variety of real-world pattern recognition and anomaly detection problems. Our algorithms are coded into efficient software libraries for use throughout the laboratory.