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NEW QUESTION 42
You are developing models to classify customer support emails. You created models with TensorFlow Estimators using small datasets on your on-premises system, but you now need to train the models using large datasets to ensure high performance. You will port your models to Google Cloud and want to minimize code refactoring and infrastructure overhead for easier migration from on-prem to cloud. What should you do?

A. Use Al Platform for distributed trainingB. Create a cluster on Dataproc for trainingC. Use Kubeflow Pipelines to train on a Google Kubernetes Engine cluster.D. Create a Managed Instance Group with autoscaling

Answer: A

Explanation:
AI platform also contains kubeflow pipelines. you don't need to set up infrastructure to use it. For D you need to set up a kubernetes cluster engine. The question asks us to minimize infrastructure overheard.

 

NEW QUESTION 43
You are developing an ML model that uses sliced frames from video feed and creates bounding boxes around specific objects. You want to automate the following steps in your training pipeline: ingestion and preprocessing of data in Cloud Storage, followed by training and hyperparameter tuning of the object model using Vertex AI jobs, and finally deploying the model to an endpoint. You want to orchestrate the entire pipeline with minimal cluster management. What approach should you use?

A. Use Cloud Composer for the orchestration.B. Use Kubeflow Pipelines on Google Kubernetes Engine.C. Use Vertex AI Pipelines with Kubeflow Pipelines SDK.D. Use Vertex AI Pipelines with TensorFlow Extended (TFX) SDK.

Answer: B

 

NEW QUESTION 44
You work for a public transportation company and need to build a model to estimate delay times for multiple transportation routes. Predictions are served directly to users in an app in real time. Because different seasons and population increases impact the data relevance, you will retrain the model every month. You want to follow Google-recommended best practices. How should you configure the end-to-end architecture of the predictive model?

A. Use Cloud Composer to programmatically schedule a Dataflow job that executes the workflow from training to deploying your modelB. Configure Kubeflow Pipelines to schedule your multi-step workflow from training to deploying your model.C. Use a model trained and deployed on BigQuery ML and trigger retraining with the scheduled query feature in BigQueryD. Write a Cloud Functions script that launches a training and deploying job on Ai Platform that is triggered by Cloud Scheduler

Answer: B

Explanation:
(https://www.kubeflow.org/docs/components/pipelines/overview/pipelines-overview/
https://medium.com/google-cloud/how-to-build-an-end-to-end-propensity-to-purchase-solution-using-bigquery-ml-and-kubeflow-pipelines-cd4161f734d9#75c7

 

NEW QUESTION 45
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