Exam Professional Machine Learning Engineer topic 1 question 293 discussion

A: Vertex AI SDK custom prediction routines do not provide lineage B: it focuses more on experiments and does not provide lineage as Vertex AI pipelines C: might appear correct, especially by the use of managed dataset, but a generic Vertex AI training pipeline does not provide lineage for a custom model as much as a custom training job component of D.

A (Vertex AI custom training job and custom prediction routines): This approach lacks the built-in lineage tracking capabilities of Vertex AI Pipelines. You would need to implement custom mechanisms to log and track the relevant metadata. B (Vertex AI Experiments and Model Registry): These are valuable tools, but they focus more on experiment management and model versioning. They don't provide the same level of workflow and lineage tracking as pipelines. C (Vertex AI managed dataset and batch prediction): While helpful, this doesn't provide the same level of granularity and traceability as pipelines for tracking the complete lineage, especially the training process.