DP-100 Exam Questions
402 real DP-100 exam questions with expert-verified answers and explanations. Page 5 of 9.
- Question #266Design and prepare a machine learning solution
Drag and Drop Question You set up a machine learning workflow as an automated process. You have an Owner role in an Azure subscription that contains the Azure Machine Learning work...
Azure ML authenticationService PrincipalsAzure AD applicationsRBAC - Question #267Train and deploy models
Drag and Drop Question You are designing an Azure Machine Learning solution. The model must be trained by using automated machine learning. The compute must be a shared resource wi...
Azure ML ComputeAutomated MLModel DeploymentBatch Scoring - Question #268Train and deploy models
You manage an Azure Machine Learning workspace. You build a model for which you must configure a Responsible AI dashboard. Based on what you learn from the dashboard, you must perf...
Responsible AICounterfactual explanationsCausal analysisAzure Machine Learning - Question #269Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace. You must set up an event-driven process to trigger a retraining pipeline. You need to configure an Azure service that will trigger a...
Azure Machine LearningData DriftEvent GridAutomated Retraining - Question #270Train and deploy models
You are designing a training job in an Azure Machine Learning workspace by using Automated ML. During training, the compute resource must scale up to handle larger datasets. You ne...
Azure ML ComputeServerless ComputeAutoMLScaling - Question #273Train and deploy models
Drag and Drop Question You train and register a model by using the Azure Machine Learning Python SDK v2 on a local workstation. Python 3.7 and Visual Studio Code are installed on t...
Azure ML SDK v2Model deploymentDebuggingScoring script debugging - Question #274Train and deploy models
Drag and Drop Question You create a multi-class image classification deep learning model. The model must be retrained monthly with the new image data fetched from a public web port...
Azure ML PipelinesPipeline SchedulingAzure ML SDK v2Model Retraining - Question #276Explore data and run experiments
You develop a machine learning project on a local machine. The project uses the Azure Machine Learning SDK for Python. You use Git as version control for scripts. You submit a trai...
Azure Machine Learning SDKRun managementGit integrationExperiment tracking - Question #277Design and prepare a machine learning solution
You are attaching an Azure Databricks-based compute resource to an Azure Machine Learning development workspace. You need to configure parameters to attach the resource. Which thre...
Azure ML Compute TargetAzure Databricks IntegrationResource AttachmentAuthentication - Question #278Train and deploy models
You create a binary classification model. You use the Fairlearn package to assess model fairness. You must eliminate the need to retrain the model. You need to implement the Fairle...
FairlearnModel FairnessPost-processingResponsible AI - Question #279Design and prepare a machine learning solution
You have an Azure Machine Learning workspace named workspace1. You must add a datastore that connects an Azure Blob storage container to workspace1. You must be able to configure a...
Azure ML DatastoreManaged IdentityAzure Blob StorageAuthentication - Question #280Explore data and run experiments
You plan to create a compute instance as part of an Azure Machine Learning development workspace. You must interactively debug code running on the compute instance by using Visual...
Azure ML ComputeVS Code RemoteRBACInteractive Debugging - Question #281Design and prepare a machine learning solution
You have a dataset that contains salary information for users. You plan to generate an aggregate salary report that shows average salaries by city. Privacy of individuals must be p...
Differential PrivacyData PrivacyData AggregationData Transformation - Question #282Train and deploy models
You create an Azure Machine Learning workspace. You train an MLflow-formatted regression model by using tabular structured data. You must use a Responsible AI dashboard to assess t...
Azure ML StudioResponsible AIModel registrationMLflow - Question #286Train and deploy models
Drag and Drop Question You previously deployed a model that was trained using a tabular dataset named training- dataset, which is based on a folder of CSV files. Over time, you hav...
Data Drift MonitoringModel MonitoringAzure Machine Learning DatasetsFeature Drift - Question #288Train and deploy models
Drag and Drop Question You have several machine learning models registered in an Azure Machine Learning workspace. You must use the Fairlearn dashboard to assess fairness in a sele...
FairlearnResponsible AIModel EvaluationAzure Machine Learning - Question #290Train and deploy models
You have an Azure Machine Learning (ML) model deployed to an online endpoint. You need to review container logs from the endpoint by using Azure ML Python SDK v2. The logs must inc...
Azure ML SDK v2Online EndpointsLoggingModel Deployment - Question #292Train and deploy models
You create an Azure Machine Learning workspace. You must configure an event-driven workflow to automatically trigger upon completion of training runs in the workspace. The solution...
Azure Event GridAzure Machine LearningEvent-driven architectureWorkflow automation - Question #297Train and deploy models
Drag and Drop Question You use a training pipeline in the Azure Machine Learning designer. You register a datastore named ds1. The datastore contains multiple training data files....
Azure ML designerDatastoresML PipelinesModel Retraining - Question #299Explore data and run experiments
You use Azure Machine Learning to train a model based on a dataset named dataset1. You define a dataset monitor and create a dataset named dataset2 that contains new data. You need...
Azure Machine Learning SDKData DriftDataset MonitoringDataDriftDetector - Question #300Train and deploy models
You use an Azure Machine Learning workspace. You have a trained model that must be deployed as a web service. Users must authenticate by using Azure Active Directory. What should y...
Model DeploymentAzure Kubernetes Service (AKS)Azure Active Directory (AAD)Inference Endpoints - Question #301Train and deploy models
You have a Jupyter Notebook that contains Python code that is used to train a model. You must create a Python script for the production deployment. The solution must minimize code...
Production deploymentCode refactoringCode organizationPython scripting best practices - Question #302Train and deploy models
You train and register a machine learning model. You create a batch inference pipeline that uses the model to generate predictions from multiple data files. You must publish the ba...
Batch inferenceCompute targetsAzure Machine LearningModel deployment - Question #303Train and deploy models
You use the Azure Machine Learning designer to create and run a training pipeline. The pipeline must be run every night to inference predictions from a large volume of files. The f...
Batch InferencingAzure Machine Learning DesignerModel DeploymentREST Endpoints - Question #304Train and deploy models
You create a binary classification model. The model is registered in an Azure Machine Learning workspace. You use the Azure Machine Learning Fairness SDK to assess the model fairne...
Azure Machine LearningModel Fairness SDKResponsible AIMetrics Upload - Question #305Design and prepare a machine learning solution
You have a dataset that includes confidential data. You use the dataset to train a model. You must use a differential privacy parameter to keep the data of individuals safe and pri...
Differential PrivacyEpsilon parameterData PrivacyPrivacy-Accuracy Trade-off - Question #307Design and prepare a machine learning solution
Drag and Drop Question You are using a Git repository to track work in an Azure Machine Learning workspace. You need to authenticate a Git account by using SSH. Which three actions...
Git IntegrationAzure Machine LearningSSH AuthenticationVersion Control - Question #313Explore data and run experiments
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure ML SDKExperiment TrackingLogging MetricsRun Context - Question #314Train and deploy models
Drag and Drop Question You train and register a model by using the Azure Machine Learning SDK on a local workstation. Python 3.6 and Visual Studio Code are installed on the worksta...
Azure Machine LearningModel DeploymentLocal DebuggingScoring Script - Question #315Train and deploy models
Drag and Drop Question You create an Azure Machine Learning workspace and a new Azure DevOps organization. You register a model in the workspace and deploy the model to the target...
Azure PipelinesMLOpsModel DeploymentAzure Machine Learning - Question #316Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace. You must create and configure a compute cluster for a training job by using Python SDK v2. You need to create a persistent Azure Mac...
Azure Machine LearningCompute ClusterPython SDK v2AmlCompute configuration - Question #317Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace named Workspace1. You plan to create a pipeline in the Azure Machine Learning Studio designer. The pipeline must include a custom com...
Azure ML ComponentsML PipelinesAzure ML DesignerYAML Definitions - Question #318Explore data and run experiments
You have an Azure Machine Learning workspace and a serverless Spark compute resource. You plan to run the same Spark session every 40 minutes. Each session runs for 15 minutes. Dur...
Spark computeSession timeoutPerformance optimizationAzure ML compute - Question #319Design and prepare a machine learning solution
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure ML ComputeManaged IdentityPython SDK v2Resource Configuration - Question #320Design and prepare a machine learning solution
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure ML Compute ManagementSynapse Spark ComputeManaged IdentityPython SDK v2 - Question #321Design and prepare a machine learning solution
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure ML ComputeManaged IdentitySynapse SparkPython SDK v2 - Question #322Train and deploy models
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure Machine LearningModel DeploymentBatch EndpointsCompute Targets - Question #323Train and deploy models
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Model RegistrationMLflow ModelsBatch EndpointsAzure Machine Learning - Question #324Train and deploy models
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure ML deploymentMLflow modelBatch endpointDatastore - Question #325Design and prepare a machine learning solution
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure Machine Learning WorkspaceSynapse Spark ComputeManaged IdentityPython SDK v2 - Question #326Design and prepare a machine learning solution
You manage an Azure Machine Learning Workspace named Workspase1 and an Azure Files share named Share1. You plan to create an Azure Files datastore in Workspace1 to target Share1. Y...
Azure ML DatastoresAzure FilesStorage Account Access KeysAuthorization - Question #327Train and deploy models
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Model DeploymentBatch EndpointsMLflow ModelsModel Registration - Question #329Design and prepare a machine learning solution
Drag and Drop Question You manage an Azure Machine Learning workspace named workspace1. You plan to create a registry named registry01 with the help of the following registry.yml (...
Azure ML SDK v2Resource ManagementWorkspace InteractionPython Notebooks - Question #330Explore data and run experiments
Drag and Drop Question You have an Azure Machine Learning workspace. You plan to use the terminal to configure a compute instance to run a notebook. You need to add a new R kernel...
Azure Machine Learning Compute InstanceR KernelTerminal ConfigurationEnvironment Management - Question #332Train and deploy models
Drag and Drop Question You have an Azure Machine Learning workspace named WS1. You plan to use WS1 to train two models named model1 and model2. For model1, you plan to use automate...
Azure ML ComputeCompute InstanceCompute ClusterCost Optimization - Question #333Design and prepare a machine learning solution
Drag and Drop Question You manage an Azure Machine Learning workspace that has an Azure Machine Learning datastore. Data must be loaded from the following sources: - a credential-l...
Azure ML DatastoresData Access ControlManaged IdentityAzure Storage - Question #335Explore data and run experiments
You manage an Azure Machine Learning workspace. You experiment with an MLflow model that trains interactively by using a notebook in the workspace. You need to log dictionary type...
MLflowExperiment TrackingArtifact LoggingAzure Machine Learning - Question #336Explore data and run experiments
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure Machine LearningCommand JobsScript ParametersInput Data - Question #337Explore data and run experiments
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure Machine LearningCommand JobsScript ArgumentsPython Scripting - Question #338Train and deploy models
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some q...
Azure Machine LearningCommand JobsJob InputsParameter Passing