Lifecycle View

The stages in this view represent high-level sequential steps of a typical ML workflow. Following the widely-used Cross-industry standard process for data mining (CRISP-DM) framework, we designate six stages in this view.

ID	Stage
L01	Business Understanding
L02	Data Understanding
L03	Data Preparation
L04	Model Development
L05	Evaluation
L06	Deployment

Figure T.2 reconciles the two different views of the AVID taxonomy. We conceptually represent the potential space of risks in three dimensions, consisting of the risk domain—S, E, or P—a specific vuln pertains to; the (sub)category within a chosen domain; and the development lifecycle stage of a vuln. The SEP and lifecycle views are simply two different sections of this three-dimensional space.

Figure T.2. SEP and Lifecycle views represent different sections of the space of potential risks in an AI development workflow.