Member-only story
Daily Data Science Tip #12
Information on the problem definition stage in a machine learning project.
Feb 5, 2021
Problem definition is the initial stage of a Computer Vision/ML project, and it focuses on gaining an understanding of the problem poised to be solved by applying ML.
It usually involves a problem descriptor that records, in a selected form, a scenario-based description of first-hand experience of an encounter of the problem to be solved.
This stage also captures what an ideal solution to a problem will be from the problem descriptor’s perspective. A problem descriptor can be clients, customers, users or colleagues.
The deliverable for this stage is a document (word or pdf) with the following included (but not limited to):
- Problem Statement
- Ideal Problem Solution
- Understanding and insight into the problem
- Technical requirements
