International Workshop on Optimization and Learning OLA 2019 is a workshop focusing on the future challenges of optimization and learning methods and their applications. The workshop OLA'2019 will provide an opportunity to the international research community in optimization and learning to discuss recent research results and to develop new ideas and collaborations in a friendly and relaxed atmosphere.