Performance

From The Foundation for Best Practices in Machine Learning

Performance

Control

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.


Aim

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