Systematic literature review of validation methods for AI systems

•Research on practical AI is increasing in wide variety of domains.•A taxonomy summarizes the synthesized validation approaches.•Trials, simulations, model-centred methods and experts are used for validation.•Research papers rarely report using continuous validation methods.