You have developed a fraud detection model for a large financial institution using Vertex AI.

Enable Vertex AI Model Monitoring to detect training-serving skew. Configure an alert to send an email when the skew or drift for a model’s feature exceeds a predefined threshold. Retrain the model by appending new data to existing training data.

Compile a dataset of unfair predictions. Use Vertex AI Vector Search to identify similar data points in the model's predictions. Report these data points to the stakeholders.

Use feature attribution in Vertex AI to analyze model predictions and the impact of each feature on the model's predictions.

Create feature groups using Vertex AI Feature Store to segregate customer demographic features and non-demographic features. Retrain the model using only non-demographic features.