Often Missing SkillsModel EvaluationData Quality ManagementMLOps FundamentalsAI SafetyPrompt EngineeringExperiment DesignMetric Definition
Development SuggestionsBuild a small portfolio showing AI product decisions. Practice setting metrics, running experiments, and writing clear requirements. Work closely with engineers and data scientists to learn model limits, data issues, and release risks. Study responsible AI topics such as bias, privacy, and security.