Center Director Alexander Ihler gave a half-day course on approximate inference in graphical models as part of the 2015 Machine Learning Summer School in Sydney Australia. MLSS is a long-running series of summer schools around the world for graduate students and researchers who want to apply machine learning methods to their research problems. His lecture is available online here.