Often Missing SkillsProduction EngineeringModel DeploymentMonitoringData Pipeline DevelopmentExperiment DesignCost OptimizationResponsible AIStakeholder Management
Development SuggestionsBuild one end to end project that includes data ingestion, training, deployment, and monitoring. Practice writing clear model reports that explain performance, risks, and limits. Contribute to a production codebase to strengthen testing, code review, and reliability habits.