The Info-Metrics Institute and North Carolina State University jointly hosted the Information Theory and Shrinkage Estimation Workshop at American University on November 12, 2011. Topics addressed were Shrinkage Estimators and Info-Metrics, Regularization Methods and Info-Metrics, and Model Discovery and Info-Metrics.