6 Strategic Process Considerations Beyond MLOps

Would you mind sending documentation on model evaluation, carbon footprint, and discrimination prevention controls by 4 pm to the regulatory relations team?" When running an ML or AI function in a regulated industry -- that is pretty much any very soon -- such requests will become more frequent. However, it is not just regulators driving the need for a procedural framework for ML/AI operations. Process and procedures become relevant when considering building AI teams, models, and organizations and running these organizations, justifying their design. This article will shed some light on helpful practices, misleading temptations, and an outlook on emerging aspects.