Document and enforce model accuracy check in CI for backend image creation

[JosephPBaruch]

Documentation/DevOps Requirement

Document the target accuracy for the model used during backend image creation. The model’s accuracy should be clearly specified and tracked, with a required minimum percentage to be met for deployment.

Acceptance Criteria:

• The model accuracy target (e.g., minimum acceptable percentage) is specified and documented in the repository.
• Continuous Integration (CI) pipeline checks the accuracy of the model during training/build and enforces the requirement.
• A failed accuracy check prevents deployment and reports a meaningful error in CI logs.
• Relevant documentation is updated to guide developers on how to review or update the accuracy threshold and what results to expect.

Notes:

• The accuracy value can be reviewed and adjusted as the project matures.
• Ensure reproducibility of local accuracy calculation to match CI results.