From The Foundation for Best Practices in Machine Learning



Product management should attempt to set realistic Product performance expectations for Stakeholders through periodic stakeholder discussions on the following issues: (i) limited industry understanding of what tasks are difficult for the Product; (ii) difficulty of determining what type of modifications - network design, input Features, or training data - will create the greatest Product improvement; and (iii) Model improvement can stall significantly while experimenting with different variable modifications.


To (a) effectively communicate realistic Product performance expectations throughout the development process; and (b) highlight associated risks that might occur in the Product Lifecycle.

Additional Information