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Google Professional-Machine-Learning-Engineer Dumps Questions Answers

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Last Update: May 30, 2023
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Google Professional Machine Learning Engineer Questions and Answers

Questions 1

You are a lead ML engineer at a retail company. You want to track and manage ML metadata in a centralized way so that your team can have reproducible experiments by generating artifacts. Which management solution should you recommend to your team?



Store your tf.logging data in BigQuery.


Manage all relational entities in the Hive Metastore.


Store all ML metadata in Google Cloud’s operations suite.


Manage your ML workflows with Vertex ML Metadata.

Questions 2

You have successfully deployed to production a large and complex TensorFlow model trained on tabular data. You want to predict the lifetime value (LTV) field for each subscription stored in the BigQuery table named subscription. subscriptionPurchase in the project named my-fortune500-company-project.

You have organized all your training code, from preprocessing data from the BigQuery table up to deploying the validated model to the Vertex AI endpoint, into a TensorFlow Extended (TFX) pipeline. You want to prevent prediction drift, i.e., a situation when a feature data distribution in production changes significantly over time. What should you do?



Implement continuous retraining of the model daily using Vertex AI Pipelines.


Add a model monitoring job where 10% of incoming predictions are sampled 24 hours.


Add a model monitoring job where 90% of incoming predictions are sampled 24 hours.


Add a model monitoring job where 10% of incoming predictions are sampled every hour.

Questions 3

You manage a team of data scientists who use a cloud-based backend system to submit training jobs. This system has become very difficult to administer, and you want to use a managed service instead. The data scientists you work with use many different frameworks, including Keras, PyTorch, theano. Scikit-team, and custom libraries. What should you do?



Use the Al Platform custom containers feature to receive training jobs using any framework


Configure Kubeflow to run on Google Kubernetes Engine and receive training jobs through TFJob


Create a library of VM images on Compute Engine; and publish these images on a centralized repository


Set up Slurm workload manager to receive jobs that can be scheduled to run on your cloud infrastructure.

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