Siemens AG

With more than 20,000 software developers worldwide, Siemens AG has extensive experience in industrial software production due to its diverse product portfolio, especially regarding realistic scenarios with high demands on reliability, security and trustworthiness. The reliable development of robust AI-based systems has been the subject of several internal research projects and pilot projects. The deployed ML models are subject to ML-typical problems such as data and concept drift, so that updates usually must be implemented manually and accompanied by detailed monitoring activities. Siemens AG serves the IML4E project as a case study partner, to derive requirements towards interoperable MLOps tool stacks and industrial-quality methods.