6Monitoring AI solutions

• 6.1AI risks and Responsible AI

  Understand building secure AI systems by protecting against unintentional exploitation of data/models (hacking), aligning with Google's Responsible AI practices (monitoring for bias), assessing AI solution readiness (fairness, bias), and model explainability on Vertex AI (Explainable AI).

• 6.2Monitoring and troubleshooting

  Understand establishing continuous evaluation metrics (Vertex AI Model Monitoring, Explainable AI), monitoring for training-serving skew, monitoring for feature attribution drift, monitoring model performance against baselines/simpler models/over time, and monitoring for common training and serving errors.