DP-100 Exam Questions
402 real DP-100 exam questions with expert-verified answers and explanations. Page 6 of 9.
- Question #339Explore data and run experiments
You are implementing hyperparameter tuning by using Bayesian sampling for an Azure ML Python SDK v2-based model training from a notebook. The notebook is in an Azure Machine Learni...
Hyperparameter TuningBayesian SamplingAzure ML Sweep JobConvergence Optimization - Question #340Explore data and run experiments
You have an Azure Machine Learning workspace. You plan to use the workspace to set up automated machine learning training for an image classification model. You need to choose the...
Machine Learning MetricsImage ClassificationAutomated MLModel Optimization - Question #341Explore data and run experiments
You manage an Azure Machine Learning workspace. You choose the uri_folder data type as an output of a pipeline component. You need to define the data access mode that is supported...
Azure ML PipelinesData access modesuri_folderPipeline outputs - Question #342Train 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 JobsData InputsTraining Jobs - Question #343Explore 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 LearningHyperparameter tuningSweep jobSampling methods - Question #344Explore 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 TrackingLogging ArtifactsAzure Machine Learning - Question #345Design 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 StorageAzure FilesDatastoresSAS Keys - Question #348Train and deploy models
You manage an Azure Machine Learning workspace. An MLflow model is already registered. You plan to customize how the deployment does inference. You need to deploy the MLflow model...
Azure ML DeploymentBatch InferenceScoring ScriptMLflow Models - Question #349Train and deploy models
You manage an Azure Machine Learning workspace that includes a batch endpoint. You plan to deploy a model to the batch endpoint. You need to configure compute for the deployment. W...
Azure Machine LearningBatch EndpointsCompute TargetsModel Deployment - Question #350Explore data and run experiments
You manage an Azure Machine Learning workspace. You plan to train a natural language processing (NLP) text classification model in multiple languages by using Azure Machine Learnin...
Azure Machine LearningAutoMLNLPFeaturization - Question #351Train and deploy models
You are using the Azure Machine Learning SDK to run a training experiment that trains a classification model and calculates its accuracy metric. The model will be retrained each mo...
MLflowModel RegistrationModel VersioningAzure Machine Learning - Question #352Train and deploy models
Drag and Drop Question You create an Azure Machine Learning workspace. You must implement dedicated compute for model training in the workspace by using Azure Synapse compute resou...
Azure Machine LearningAzure Synapse AnalyticsCompute TargetSpark Pool - Question #353Explore data and run experiments
You are profiling data by using Azure Machine Learning studio. You need to detect columns with odd or missing values. Which statistic should you analyze?
Data ProfilingData QualityMissing ValuesError Detection - Question #354Explore data and run experiments
You are authoring a notebook in Azure Machine Learning studio. You must install packages from the notebook into the currently running kernel. The installation must be limited to th...
Azure ML NotebooksPackage managementIPython magic commandsKernel environment - Question #355Explore 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 Learning designerData preparationDataset concatenationAdd Rows module - Question #356Explore 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 Learning designerData preparationDataset concatenationModule functionality - Question #357Explore 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 Learning designerData preparationDataset concatenationModule selection - Question #358Design and prepare a machine learning solution
You are creating a compute target to train a machine learning experiment. The compute target must support automated machine learning, machine learning pipelines, and Azure Machine...
Azure Machine LearningCompute TargetAutomated MLML Pipelines - Question #359Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace by using the Azure CLI ml extension v2. You need to define a YAML schema to create a compute cluster. Which schema should you use?
Azure Machine LearningAML ComputeCLI v2YAML Schema - Question #360Design 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 LearningWorkspace connectionPython SDKazureml.core - Question #361Design 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 WorkspacePython SDKWorkspace connectionazureml.core - Question #363Explore data and run experiments
You use the Azure Machine Learning SDK for Python v1 and notebooks to train a model. You create a compute target, an environment, and a training script by using Python code. You ne...
Azure Machine Learning SDK v1Training runScriptRunConfigExperiment submission - Question #364Design and prepare a machine learning solution
You have an Azure Machine Learning workspace. You are connecting an Azure Data Lake Storage Gen2 account to the workspace as a data store. You need to authorize access from the wor...
Azure ML DatastoresADLS Gen2AuthenticationService Principal - Question #365Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace named workspace1. You must develop Python SDK v2 code to attach an Azure Synapse Spark pool as a compute target in workspace1. The co...
Azure Machine LearningSynapse Spark PoolCompute TargetPython SDK v2 - Question #366Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace. You have an environment for training jobs which uses an existing Docker image. A new version of the Docker image is available. You n...
Azure Machine Learning environmentsDocker imagesSDK v2Environment management - Question #367Explore data and run experiments
You manage an Azure Machine Learning workspace. The workspace includes an Azure Machine Learning Kubernetes compute target configured as an Azure Kubernetes Service (AKS) cluster n...
Azure Machine LearningKubernetes ComputeJob Configurationinstance_type - Question #368Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace named workspace1. You must develop Python SDK v2 code to add a compute instance to workspace1. The code must import all required modu...
Azure Machine LearningCompute InstancePython SDK v2Resource Provisioning - Question #369Explore data and run experiments
You create a workspace to include a compute instance by using Azure Machine Learning Studio. You are developing a Python SDK v2 notebook in the workspace. You need to use Intellise...
Azure ML StudioNotebooksCompute InstanceIntellisense - Question #370Design and prepare a machine learning solution
You manage an Azure Machine Learning workspace. You need to define an environment from a Docker image by using the Azure Machine Learning Python SDK v2. Which parameter should you...
Azure Machine LearningPython SDK v2EnvironmentsDocker - Question #371Design and prepare a machine learning solution
You create an Azure Machine Learning managed compute resource. The compute resource is configured as follows: - Minimum nodes: 2 - Maximum nodes: 4 You must decrease the minimum nu...
Azure Machine LearningCompute ManagementScalingManagement Tools - Question #372Explore data and run experiments
You plan to use automated machine learning by using Azure Machine Learning Python SDK v2 to train a regression model. You have data that has features with missing values, and categ...
Azure Machine Learning AutoMLFeature EngineeringData PreprocessingPython SDK v2 - Question #373Explore 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 Learning DesignerData TransformationDataset ConcatenationData Preparation - Question #377Explore data and run experiments
You manage an Azure Machine Learning workspace. You plan to import data from Azure Data Lake Storage Gen2. You need to build a URI that represents the storage location. Which proto...
Azure Data Lake Storage Gen2URI protocolsData ingestionAzure Machine Learning - Question #378Explore data and run experiments
You manage an Azure Machine Learning workspace. You have a folder that contains a CSV file. The folder is registered as a folder data asset. You plan to use the folder data asset f...
Azure Machine LearningData AssetsmltableData Loading - Question #381Design and prepare a machine learning solution
Drag and Drop Question You need to implement source control for scripts in an Azure Machine Learning workspace. You use a terminal window in the Azure Machine Learning Notebook tab...
SSHGitAzure Machine Learning NotebooksAuthentication - Question #384Explore data and run experiments
Drag and Drop Question You create an Azure Machine Learning workspace. You need to use the shared file system of the workspace to store a clone of a private Git repository. Which f...
Azure ML WorkspaceGit IntegrationPrivate RepositoryFile System - Question #385Design and prepare a machine learning solution
Drag and Drop Question You have an existing GitHub repository containing Azure Machine Learning project files. You need to clone the repository to your Azure Machine Learning share...
Azure Machine Learning WorkspaceGitHub IntegrationGit OperationsVersion Control - Question #392Design and prepare a machine learning solution
Drag and Drop Question You provision an Azure Machine Learning workspace in a new Azure subscription. You need to attach Azure Databricks as a compute resource from the Azure Machi...
Azure ML computeAzure Databricks integrationWorkspace configurationResource attachment - Question #399Design and prepare a machine learning solution
Drag and Drop Question You manage an Azure Machine Learning workspace named workspace1 by using the Python SDK v2. You must register datastores in workspace1 for Azure Blob storage...
Azure ML DatastoresStorage AuthenticationShared Access Signatures (SAS)Managed Identity - Question #402Explore data and run experiments
Drag and Drop Question You manage an Azure Machine Learning workspace named workspace1 with a compute instance named compute1. You connect to compute1 by using a terminal window fr...
Jupyter KernelCompute InstancePython EnvironmentDependency Management - Question #405Design and prepare a machine learning solution
Drag and Drop Question You create an Azure Machine Learning workspace and an Azure Synapse Analytics workspace with a Spark pool. The workspaces are contained within the same Azure...
Azure Machine LearningAzure Synapse AnalyticsSpark PoolsPython SDK v2 - Question #408Train and deploy models
You use the Azure Machine Learning SDK for Python to create a pipeline that includes the following step: The output of the step run must be cached and reused on subsequent runs whe...
Azure Machine Learning PipelinesStep CachingPython SDKPipeline Optimization - Question #409Explore data and run experiments
You are developing a two-step Azure Machine Learning pipeline by using the Azure Machine Learning SDK for Python. You need to register the output of the pipeline as a new version o...
Azure ML PipelinesDataset RegistrationPython SDKPipeline Output - Question #410Explore data and run experiments
You are implementing hyperparameter tuning by using Bayesian sampling for a model training from a notebook. The notebook is in an Azure Machine Learning workspace that uses a compu...
Hyperparameter TuningBayesian SamplingAzure Machine LearningHyperDrive - Question #411Explore data and run experiments
You use Azure Machine Learning studio to analyze a dataset containing a decimal column named column1. You need to verify that the column1 values are normally distributed. Which sta...
Azure Machine Learning StudioData ProfilingNormal DistributionExploratory Data Analysis - Question #412Explore data and run experiments
You have a dataset that is stored in an Azure Machine Learning workspace. You must perform a data analysis for differential privacy by using the SmartNoise SDK. You need to measure...
Differential PrivacySmartNoise SDKBias DetectionData Analysis - Question #413Train and deploy models
You use the Azure Machine Learning Python SDK to create a batch inference pipeline. You must publish the batch inference pipeline so that business groups in your organization can u...
Batch inferenceAzure Machine Learning pipelinesPipeline parametersModel deployment - Question #414Train 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 access t...
Model RegistrationAzure Machine Learning StudioResponsible AIMLflow - Question #415Explore data and run experiments
You are developing a machine learning model by using Azure Machine Learning. You are using multiple text files in tabular format for model data. You have the following requirements...
Azure ML DataDatastoresAutoMLData Loading - Question #416Design and prepare a machine learning solution
You use differential privacy to ensure your reports are private. The calculated value of the epsilon for your data is 1.8. You need to modify your data to ensure your reports are p...
Differential PrivacyEpsilon parameterData privacyResponsible AI