This workshop will focus on algorithms, statistical tests, metrics, and analysis tools for assessing the quality of learning systems in the cotext of an actual real-world task, the design of learning systems for deploying them in safety-critical problem, the stability of online learning, tradeoffs between robustness and risks in making decisions, and on all aspects of validation and testing of learning systems.