Often Missing SkillsProduction MonitoringModel Risk AssessmentData GovernanceCost ManagementMLOpsBias TestingDocumentation StandardsChange Management
Development SuggestionsBuild a small end to end AI project that includes data preparation, a baseline model, evaluation metrics, monitoring, and a short risk review. Practice writing clear decision notes that explain tradeoffs, costs, and risks for nontechnical stakeholders.