A large international conference on Advances in Machine Learning & Systems Engineering was held in UC Berkeley, California, USA, October 20-22, 2009, under the auspices of the World Congress on Engineering & Computer Science (WCECS 2009). This title contains research articles written by prominent researchers participating in the conference.