Professional-Machine-Learning-Engineer 무료 덤프문제 온라인 액세스

You are training a custom language model for your company using a large dataset. You plan to use the ReductionServer strategy on Vertex Al. You need to configure the worker pools of the distributed training job. What should you do?

• A.Configure the machines of the first two worker pools to have TPUs and to use a container image where your training code runs Configure the third worker pool without accelerators, and use the reductionserver container image without accelerators and choose a machine type that prioritizes bandwidth.
• B.Configure the machines of the first two pools to have TPUs. and to use a container image where your training code runs Configure the third pool to have TPUs: and use the reductionserver container image.
• C.Configure the machines of the first two worker pools to have GPUs and to use a container image where your training code runs Configure the third worker pool to have GPUs: and use the reduction server container image.
• D.Configure the machines of the first two worker pools to have GPUs and to use a container image where your training code runs. Configure the third worker pool to use the reductionserver container image without accelerators, and choose a machine type that prioritizes bandwidth.

You are collaborating on a model prototype with your team. You need to create a Vertex Al Workbench environment for the members of your team and also limit access to other employees in your project. What should you do?

• A.1. Grant the Vertex Al User role to the default Compute Engine service account.
  2. Grant the Service Account User role to each team member on the default Compute Engine service account.
  3. Provision a Vertex Al Workbench user-managed notebook instance that uses the default Compute Engine service account.
• B.1. Create a new service account and grant it the Notebook Viewer role.
  2 Grant the Service Account User role to each team member on the service account.
  3 Grant the Vertex Al User role to each team member.
  4. Provision a Vertex Al Workbench user-managed notebook instance that uses the new service account.
• C.1 Grant the Vertex Al User role to the primary team member.
  2. Grant the Notebook Viewer role to the other team members.
  3. Provision a Vertex Al Workbench user-managed notebook instance that uses the primary user's account.
• D.1 Create a new service account and grant it the Vertex Al User role.
  2 Grant the Service Account User role to each team member on the service account.
  3. Grant the Notebook Viewer role to each team member.
  4 Provision a Vertex Al Workbench user-managed notebook instance that uses the new service account.

You are developing a process for training and running your custom model in production. You need to be able to show lineage for your model and predictions. What should you do?

• A.1 Use Vertex Al Experiments to train your model.
  2 Register your model in Vertex Al Model Registry
  3. Generate batch predictions in Vertex Al
• B.1 Create a Vertex Al managed dataset
  2 Use a Vertex Ai training pipeline to train your model
  3 Generate batch predictions in Vertex Al
• C.1 Use a Vertex Al Pipelines custom training job component to train your model
  2. Generate predictions by using a Vertex Al Pipelines model batch predict component
• D.1 Upload your dataset to BigQuery
  2. Use a Vertex Al custom training job to train your model
  3 Generate predictions by using Vertex Al SDK custom prediction routines

You work on a growing team of more than 50 data scientists who all use Al Platform. You are designing a strategy to organize your jobs, models, and versions in a clean and scalable way. Which strategy should you choose?

• A.Set up a BigQuery sink for Cloud Logging logs that is appropriately filtered to capture information about Al Platform resource usage In BigQuery create a SQL view that maps users to the resources they are using.
• B.Separate each data scientist ' s work into a different project to ensure that the jobs, models, and versions created by each data scientist are accessible only to that user.
• C.Set up restrictive I AM permissions on the Al Platform notebooks so that only a single user or group can access a given instance.
• D.Use labels to organize resources into descriptive categories. Apply a label to each created resource so that users can filter the results by label when viewing or monitoring the resources

You are training a deep learning model for semantic image segmentation with reduced training time. While using a Deep Learning VM Image, you receive the following error: The resource ' projects/deeplearning- platforn/zones/europe-west4-c/acceleratorTypes/nvidia-tesla-k80 ' was not found. What should you do?

• A.Ensure that the selected GPU has enough GPU memory for the workload.
• B.Ensure that you have preemptible GPU quota in the selected region.
• C.Ensure that the required GPU is available in the selected region.
• D.Ensure that you have GPU quota in the selected region.