To either a model-driven company or a company catching up with the rapid adoption of AI in the industry, machine learning model interpretation has become a key factor that helps to make decisions towards promoting models into business. This is not an easy task — imagine trying to explain a mathematical theory to your parents. Yet business owners should always be curious about these models, and some questions easily raise:
- How do machine learning models work?
- How reliable are the predictions made from these models?
- How carefully do we have to monitor these models?