Professional Machine Learning Engineer

A Vertex AI managed dataset provides dataset-to-model lineage, a Vertex AI training pipeline records the model’s training provenance, and Vertex AI batch prediction produces artifacts that descend from the model. This establishes traceability from training data through the trained model to its batch prediction results.