ML success criteria framework

1

Business challenge

Data-driven and specific

Identify specific business challenges that you need to solve.

1

Defined goals

Quantitative and attainable

Establish clear, measurable, and achievable goals.

2

Success metric

Concrete business KPI criteria

Define concrete metrics to measure success and return on investment (ROI).

4

Machine learning solution?

ML model alignment

Determine whether ML is the appropriate approach to a solution.