DP-100 Exam Questions
402 real DP-100 exam questions with expert-verified answers and explanations. Page 2 of 9.
- Question #73Explore 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...
Class ImbalanceData SamplingSMOTEAzure Machine Learning - Question #74Explore 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...
Class ImbalanceData SamplingPrincipal Components AnalysisAzure Machine Learning - Question #75Explore 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...
Data PreprocessingNormalizationBinningAzure Machine Learning - Question #76Design and prepare a machine learning solution
You are conducting feature engineering to prepuce data for further analysis. The data includes seasonal patterns on inventory requirements. You need to select the appropriate metho...
Feature EngineeringTime SeriesSeasonal PatternsFiltering - Question #77Design and prepare a machine learning solution
You are solving a classification task. The dataset is imbalanced. You need to select an Azure Machine Learning Studio module to improve the classification accuracy. Which module sh...
Imbalanced dataSMOTEClassificationAzure Machine Learning - Question #78Explore data and run experiments
You are performing a filter based feature selection for a dataset 10 build a multi class classifies by using Azure Machine Learning Studio. The dataset contains categorical feature...
Feature SelectionCorrelationCategorical DataAzure Machine Learning - Question #79Design and prepare a machine learning solution
You plan to use a Data Science Virtual Machine (DSVM) with the open source deep learning frameworks Caffe2 and Theano. You need to select a pre configured DSVM to support the frame...
Azure DSVMDeep Learning FrameworksLinuxCompute Instances - Question #80Design and prepare a machine learning solution
You plan to use .a Deep learning Virtual Machine (DLVM) to train deep learning models using Compute Unified Device Architecture (CUDA) computations. You need to configure the IXVM...
Deep LearningGPUCUDAVirtual Machine - Question #81Explore data and run experiments
You need to select a pre built development environment for a series of data science experiments. You must use the R language for the experiments. Which three environments can you u...
R Language SupportData Science EnvironmentsAzure Machine LearningAzure Databricks - Question #82Design and prepare a machine learning solution
You plan to create a speech recognition deep learning model. The model must support the latest version of Python. You need to recommend a deep learning framework for speech recogni...
Deep Learning FrameworksSpeech RecognitionAzure DSVM - Question #83Train and deploy models
You are developing a data science workspace that uses an Azure Machine Learning service. You need to select a compote target to deploy the workspace. What should you use?
Azure Machine LearningCompute TargetWorkspaceModel Deployment - Question #84Explore data and run experiments
You are creating a new experiment in Azure Machine Learning Studio. You have a small dataset that has missing values in many columns. The data does not require the application of p...
Data CleaningMissing DataSMOTEAzure Machine Learning - Question #85Explore data and run experiments
You are determining if two sets of data are significantly different from one another by using Azure Machine Learning Studio. Estimated values in one set of data may be more than or...
Hypothesis TestingT-testStatistical AnalysisAzure Machine Learning Studio - Question #86Explore data, and run experiments
You are creating a machine learning model. You need to identify outliers data. Which two visualizations can you use? Each correct answer presents a complete solution. NOTE: Each co...
Data VisualizationOutlier DetectionExploratory Data Analysis (EDA)Data Exploration - Question #87Explore data and run experiments
You are analyzing a dataset by using Azure Machine Learning Studio. YOU need to generate a statistical summary that contains the p value and the unique value count for each feature...
Data ExplorationStatistical SummaryAzure Machine Learning StudioFeature Analysis - Question #88Design and prepare a machine learning solution
You are building a binary classification model by using a supplied training set. The training set is imbalanced between two classes. You need to resolve the data imbalance. What ar...
Data ImbalanceClassificationResamplingSynthetic Data - Question #89Train and deploy models
You are analyzing a dataset containing historical data from a local taxi company. You arc developing a regression a regression model. You must predict the fare of a taxi trip. You...
Regression metricsModel evaluationRMSEPerformance metrics - Question #90Train and deploy models
You are evaluating a completed binary classification machine learning model. You need to use the precision as the evaluation metric. Which visualization should you use?
Machine Learning EvaluationBinary ClassificationPrecisionConfusion Matrix - Question #91Design and prepare a machine learning solution
You create a classification model with a dataset that contains 100 samples with Class A and 10,000 samples with Class B The variation of Class B is very high. You need to resolve i...
Imbalanced datasetsOversamplingSMOTEData preparation - Question #92Train and deploy models
You are a data scientist building a deep convolutional neural network (CNN) for image classification. The CNN model you built shows signs of overfitting. You need to reduce overfit...
OverfittingRegularizationDeep LearningCNN - Question #93Explore data and run experiments
You are with a time series dataset in Azure Machine Learning Studio. You need to split your dataset into training and testing subsets by using the Split Data module. Which splittin...
Azure Machine LearningData SplittingTime SeriesSplit Data Module - Question #94Explore data and run experiments
You are performing clustering by using the K-means algorithm. You need to define the possible termination conditions. Which three conditions can you use? Each correct answer presen...
K-meansClusteringAlgorithm TerminationMachine Learning Algorithms - Question #95Explore data and run experiments
You design data engineering solutions for a company. A project requires analytics and visualization of large set of data. The project has the following requirements: - Notebook sch...
Azure DatabricksData analytics platformNotebook schedulingPower BI integration - Question #96Design and prepare a machine learning solution
You are developing a solution that performs real-time analysis of IoT data in the cloud. The solution must remain available during Azure service updates. You need to recommend a so...
Azure Stream AnalyticsHigh AvailabilityPaired RegionsMonitoring - Question #97Design and prepare a machine learning solution
A company is designing a solution that uses Azure Databricks. The solution must be resilient to regional Azure datacenter outages. You need to recommend the redundancy type for the...
Azure DatabricksData RedundancyDisaster RecoveryAzure Storage - Question #98Explore data and run experiments
A company has a Microsoft Azure HDInsight solution that uses different cluster types to process and analyze data. Operations are continuous. Reports indicate slowdowns during a spe...
HDInsightMonitoringPerformance DiagnosticsAmbari - Question #99Design and prepare a machine learning solution
You are designing a solution for a company. The solution will use model training for objective classification. You need to design the solution. What should you recommend?
Spark MLlibModel TrainingClassificationML Solution Design - Question #100Design and prepare a machine learning solution
A company manufactures automobile parts. The company installs IoT sensors on manufacturing machinery. You must design a solution that analyzes data from the sensors. You need to re...
Real-time data processingIoT data ingestionAzure Stream AnalyticsData lake architecture - Question #101Explore 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...
RAG solution evaluationData formatsJSONLAzure AI Foundry - Question #102Explore data and run experiments
Drag and Drop Question YOU have a data-set that contains over 150 features. You use the dataset to train a Support Vector Machine (SVM) binary classifirer. You need to use the Perm...
Azure Machine Learning StudioPermutation Feature ImportanceFeature importanceMachine learning workflow - Question #110Explore 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...
RAG solutionEvaluation dataFile formatsAzure AI Foundry - Question #116Design 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...
Class ImbalanceData SamplingStratified SplittingAzure Machine Learning - Question #117Explore data, and run experiments
You need to select a feature extraction method. Which method should you use?
Feature EngineeringFeature SelectionSpearman CorrelationStatistical Methods - Question #119Train and deploy models
You are analyzing a dataset containing historical data from a local taxi company. You are developing a regression model. You must predict the fare of a taxi trip. You need to selec...
RegressionModel EvaluationPerformance MetricsRMSE - Question #120Explore 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...
Class ImbalanceData SamplingDimensionality ReductionPCA - Question #121Explore data and run experiments
You are creating a new experiment in Azure Machine Learning Studio. You have a small dataset that has missing values in many columns. The data does not require the application of p...
Data CleaningMissing Data ImputationAzure Machine LearningProbabilistic PCA - Question #122Train and deploy models
You are evaluating a completed binary classification machine learning model. You need to use the precision as the evaluation metric. Which visualization should you use?
Machine Learning EvaluationBinary ClassificationPrecisionROC Curve - Question #123Explore data and run experiments
You are solving a classification task. You must evaluate your model on a limited data sample by using k-fold cross-validation. You start by configuring a k parameter as the number...
Cross-validationModel evaluationK-fold cross-validation - Question #124Explore data and run experiments
You use Azure Machine Learning Studio to build a machine learning experiment. You need to divide data into two distinct datasets. Which module should you use?
Feature EngineeringData TransformationBinningAzure Machine Learning Studio - Question #125Explore data and run experiments
You are performing feature engineering on a dataset. You must add a feature named CityName and populate the column value with the text London. You need to add the new feature to th...
Feature EngineeringData TransformationAzure Machine Learning StudioModule Functionality - Question #126Design and prepare a machine learning solution
You are building a binary classification model by using a supplied training set. The training set is imbalanced between two classes. You need to resolve the data imbalance. What ar...
Data ImbalanceClassificationData PreprocessingModel Training - Question #127Explore data and run experiments
Drag and Drop Question You configure a Deep Learning Virtual Machine for Windows. You need to recommend tools and frameworks to perform the following: - Build deep neural network (...
Deep Learning FrameworksJupyter NotebooksData ExplorationDNN Model Development - Question #128Design and prepare a machine learning solution
Drag and Drop Question You are producing a multiple linear regression model in Azure Machine Learning Studio. Several independent variables are highly correlated. You need to selec...
Feature EngineeringMulticollinearityPCAAzure ML Studio - Question #130Explore 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...
Hyperparameter tuningAzure Machine LearningHyperdriveLogging metrics - Question #131Explore 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 TuningMetrics LoggingAUC Score - Question #132
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...
- Question #133Design and prepare a machine learning solution
You plan to provision an Azure Machine Learning Basic edition workspace for a data science project. You need to identify the tasks you will be able to perform in the workspace. Whi...
Azure ML WorkspaceCompute TargetsData ManagementModel Deployment - Question #134Design and prepare a machine learning solution
A set of CSV files contains sales records. All the CSV files have the same data schema. Each CSV file contains the sales record for a particular month and has the filename sales.cs...
Azure ML DatasetsTabular DatasetWildcard PathsData Ingestion - Question #135Explore data and run experiments
You use the following code to run a script as an experiment in Azure Machine Learning: You must identify the output files that are generated by the experiment run. You need to add...
Azure Machine LearningExperiment trackingRun managementOutput files - Question #136Design and prepare a machine learning solution
You write five Python scripts that must be processed in the order specified in Exhibit A - which allows the same modules to run in parallel, but will wait for modules with dependen...
Azure Machine Learning PipelinesPython SDKPipeline DependenciesParallel Execution