Designing and extracting
Extracting data from the outputs of an AI model is one way of providing XAI data. Another approach consists of designing outputs at each phase of an AI solution from the start. Explainable components can be designed for the inputs, the model, the outputs, the events occurring when the AI model is in production, and the accountability requirements.
We need an XAI executive function to visualize how explainable models fit into each phase of an AI process.
The XAI executive function
Our executive function in everyday life includes our way of thinking and managing our activities. We can follow directions and focus on certain things, for example, using our executive function.
Our brain uses an executive function to control our cognitive processes. AI project managers use executive functions to monitor all of the phases of an AI system.
A representation of XAI through an executive function will help you make your way through the many ways to...