

Microsoft Certified: Azure Data Scientist Associate - (DP-100) Exam Questions
Question 11 Single Choice
In an Azure Machine Learning project, you are utilizing a collection of images stored in Azure Data Lake Storage Gen2 for training a model. When creating a data asset that points to this data source, what type of asset should you select to appropriately reference the image data?
Question 12 Single Choice
In an Azure Machine Learning environment, you are deploying two models using a blue/green deployment strategy and wish to direct a specific percentage of traffic to each model. Using the Azure Machine Learning Python SDK, how would you configure the endpoint to route 70% of the traffic to the 'blue' model and 30% to the 'green' model? Choose the correct code snippet from the options below, assuming the endpoint object is already defined.
Question 13 Single Choice
You are tasked with creating a datastore in Azure Machine Learning using Python SDK. Fill in the blank in the following Python SDK code block that correctly instantiates an Azure Blob Datastore:

Question 14 Single Choice
You're developing a machine learning model in an Azure Notebook and need to load data from a CSV file into a pandas DataFrame. The file, 'source_data.csv', is located in the same directory as your Python script 'MyMLScript.py'. What is the correct way to load this data into a DataFrame at the beginning of your script?
Question 15 Single Choice
In a simple regression model training pipeline built using Azure Machine Learning studio Designer, which step is considered optional?
Question 16 Single Choice
In Python, when working with pandas DataFrames, you often encounter columns with null or missing values. If you need to replace these null values in a numerical column of a DataFrame with a specific numerical value, which line of code is the correct approach?
Question 17 Multiple Choice
In the context of converting notebooks to production-ready scripts in Azure Machine Learning, Microsoft recommends refactoring large, monolithic code blocks into smaller functions. What are the primary benefits of this practice? (Choose 2)
Question 18 Single Choice
Consider this Python SDK code snippet used to configure and run a script as a command job in Azure Machine Learning. Complete the blank in the code to correctly submit the job using the ml_client object.

Question 19 Multiple Choice
In the context of Azure Automated Machine Learning (AutoML), how can a user influence the outcomes and performance despite AutoML's automation features? (Choose 2)
Question 20 Single Choice
To ensure adherence to responsible AI principles in your machine learning projects, which tool would be most appropriate to provide a comprehensive view of your models and data?





