Answer: 1. Use a Vertex AI Pipelines custom training job component to train your model. 2. Generate predictions by using a Vertex AI Pipelines model batch predict component.

The question requires demonstrating lineage for both model training and batch predictions. Vertex AI Pipelines provides built-in lineage tracking that automatically captures metadata about the entire ML workflow, including data inputs, model artifacts, and prediction outputs. Option D specifically uses Vertex AI Pipelines components for both training and batch prediction, ensuring end-to-end lineage. Option A lacks pipeline lineage tracking as it uses custom prediction routines. Option B focuses on experiments and model registry but doesn't provide comprehensive workflow lineage. Option C uses managed datasets but doesn't leverage pipelines for lineage tracking. The community discussion consensus (with upvotes) confirms that only Vertex AI Pipelines provides the necessary lineage capabilities for both model and prediction tracking.

Author: LeetQuiz Editorial Team