Google Cloud Professional Machine Learning Engineer PMLE — Topic 1 Question 255

Question

You have recently used TensorFlow to train a classification model on tabular data. You have created a Dataflow pipeline that can transform several terabytes of data into training or prediction datasets consisting of TFRecords. You now need to productionize the model, and you want the predictions to be automatically uploaded to a BigQuery table on a weekly schedule. What should you do?

Accepted Answer

Correct answer: C. The correct answer is C. Option C: Import the model into Vertex AI. On Vertex AI Pipelines, create a pipeline that uses theDataflowPvthonJobOp and the ModelBatchPredictOp components. Google Cloud Batch schedules and runs batch jobs at scale without managing infrastructure. Dataflow runs serverless Apache Beam pipelines for stream and batch data processing with autoscaling. Vertex AI is the unified managed platform to build, train, tune, deploy, and operate ML models.

Google Cloud Professional Machine Learning Engineer PMLE — Question 255