Defining a problem that CV can solve and processing data
The critical first step before designing a CV system is to define the problem you’re trying to solve and the desired business outcomes. Involve the relevant stakeholders to identify any pain points and a solution that could be solved with CV. Understand the constraints and requirements to solve the problem and evaluate the available data. Specify what success looks like and identify the key performance indicators (KPIs). Consider the costs, resources available, and security and compliance requirements. Here is a list of additional questions to ask during this process:
- What are the goals of the solution? Is it to increase revenue, provide actionable insights, reduce manual processes, or something else?
- What is the timeline for the solution?
- How will the model be integrated into downstream systems?
- What type of data will be processed?
- What are the data privacy requirements and how will these be addressed...