AI has huge potential to help us understand and manage our world, and especially to get value from the enormous amount of data that we now generate.
A monotonic relationship exists when a model’s output increases or stays constant in step with an increase in your model’s inputs. Relationships can be monotonically increasing or decreasing with the distinction based on which direction the input and output travel. A common example is in credit risk where you would expect someone’s risk score to increase with the amount of debt they have relative to their income.
According to Gartner only 50% of clever AI models ever get deployed, put into practise and used to make decisions.
