DP-100 Exam Questions

You create a multi-class image classification model with automated machine learning in Azure Machine Learning. You need to prepare labeled image data as input for model training in...

You use Azure Machine Learning to train a model. You must use a sampling method for tuning hyperparameters. The sampling method must pick samples based on how the model performed w...

You create a training pipeline by using the Azure Machine Learning designer. You need to load data into a machine learning pipeline by using the Import Data component. Which two da...

You register a model in an Azure Machine Learning workspace by running the following code: You are creating a scoring script to use in a real-time service for the model. You need t...

You are using a ScriptRunConfig object to configure an experiment that uses a script to train a machine learning model. The script must apply a regularization rate hyperparameter t...

You are using Azure Machine Learning to monitor a trained and deployed model. You implement Event Grid to respond to Azure Machine Learning events. Model performance has degraded d...

You are implementing hyperparameter tuning for a model training from a notebook. The notebook is in an Azure Machine Learning workspace. You must configure a grid sampling method o...

You create an Azure Machine Learning workspace. You are implementing hyperparameter tuning for a model training from a notebook. You must configure a Bandit termination policy that...

You need to evaluate the potential risk of exposing personal information based on the values of epsilon and delta for differential privacy. You create a privacy report. What does a...

You create a workspace by using Azure Machine Learning Studio. You must run a Python SDK v2 notebook in the workspace by using Azure Machine Learning Studio. You must preserve the...

You create an Azure Machine Learning workspace named workspaces. You create a Python SDK v2 notebook to perform custom model training in workspaces. You need to run the notebook fr...

You plan to run a script as an experiment. The script uses modules from the SciPy library and several Python packages that are not typically installed in a default conda environmen...

You have an Azure Machine Learning workspace. You build a deep learning model. You need to publish a GPU-enabled model as a web service. Which two compute targets can you use? Each...

You create an Azure Machine Learning workspace named workspace1. The workspace contains a Python SDK v2 notebook that uses MLflow to collect model training metrics and artifacts fr...

You use Azure Machine Learning to train a model. You must use Bayesian sampling to tune hyperparameters. You need to select a learning_rate parameter distribution. Which two distri...

You create an Azure Machine learning workspace. You must use the Azure Machine Learning Python SDK v2 to define the search space for discrete hyperparameters. The hyperparameters m...

You have a dataset that contains records of patients tested for diabetes. The dataset includes the patient's age. You plan to create an analysis that will report the mean age value...

You create a workspace by using Azure Machine Learning Studio. You must run a Python SDK v2 notebook in the workspace by using Azure Machine Learning Studio. You need to reset the...

You manage an Azure Machine Learning workspace. You must log multiple metrics by using MLflow. You need to maximize logging performance. What are two possible ways to achieve this...

You have an Azure Machine Learning workspace. You plan to tune a model hyperparameter when you train the model. You need to define a search space that returns a normally distribute...

You have an Azure Machine Learning workspace named WS1. You plan to use the Responsible AI dashboard to assess MLflow models that you will register in WS1. You need to identify the...

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...

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...

Drag and Drop Question You create an Azure Machine Learning workspace. You are training a classification model with no-code AutoML in Azure Machine Learning studio. The model must...

Drag and Drop Question You have an Azure Machine Learning workspace. You are running an experiment on your local computer. You need to use MLflow Tracking to store metrics and arti...

Drag and Drop Question You have an Azure Machine Learning workspace. You are running an experiment on your local computer. You need to ensure that you can use MLflow Tracking with...

Drag and Drop Question You manage an Azure Machine Learning workspace named workspace1 and a Data Science Virtual Machine (DSVM) named DSMV1. You must run an experiment on DSMV1 by...

Drag and Drop Question You manage an Azure Machine Learning workspace. You train a model named model1. You must identify the features to modify for a differing model prediction res...

Drag and Drop Question You are designing an Azure Machine Learning solution by using the Python SDK v2. You must train and deploy the solution by using a compute target. The comput...

You are developing a machine learning model. You must inference the machine learning model for testing. You need to use a minimal cost compute target. Which two compute targets sho...

You train and publish a machine learning model. You need to run a pipeline that retrains the model based on a trigger from an external system. What should you configure?

You create an Azure Machine Learning workspace. You must configure an event handler to send an email notification when data drift is detected in the workspace datasets. You must mi...

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...

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...

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...

You create an MLflow model. You must deploy the model to Azure Machine Learning for batch inference. You need to create the batch deployment. Which two components should you use? E...

You create an Azure Machine Learning workspace. The workspace contains a dataset named sample_dataset, a compute instance, and a compute cluster. You must create a two-stage pipeli...

You create an Azure Machine Learning workspace. You use Azure Machine Learning designer to create a pipeline within the workspace. You need to submit a pipeline run from the design...

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...

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...

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...

You use the Azure Machine Learning SDK v2 for Python and notebooks to train a model. You use Python code to create a compute target, an environment, and a training script. You need...

You manage an Azure Machine Learning workspace. You build a custom model you must log with MLflow. The custom model includes the following: - The model is not natively supported by...

You create an Azure Machine Learning workspace. You must use the Python SDK v2 to implement an experiment from a Jupyter notebook in the workspace. The experiment must log string m...

You manage an Azure Machine Learning workspace. You develop a machine learning model. You must deploy the model to use a low-priority VM with a pricing discount. You need to deploy...

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...

You manage an Azure Machine Learning workspace. You must provide explanations for the behavior of the models with feature importance measures. You need to configure a Responsible A...

You create an Azure Machine Learning workspace. You must use the Python SDK v2 to implement an experiment from a Jupyter notebook in the workspace. The experiment must log a list o...

You run Azure Machine Learning training experiments. The training scripts directory contains 100 files that includes a file named .amlignore. The directory also contains subdirecto...

You build a data pipeline in an Azure Machine Learning workspace by using the Azure Machine Learning SDK for Python. You need to run a Python script as a pipeline step. Which two c...