The goal of this project is to develop methods and toolchains that enable the training and deployment of AI/MI models for resource-constrained embedded devices to enable the future use of reliable embedded intelligence in cognitive products and production systems. Within the project, the developed methods and toolchains will be applied and demonstrated in the context of selected cognitive wireless sensing case studies.