Learn how to ensure data retention in Azure IoT pipelines by utilizing resource templates and configuring messageRetentionInDays in Event Hub. Essential for AI-102 certification exam preparation. Question You created a pipeline to capture event data from different devices in an oil field. There was a catastrophic failure in your pipeline that forced you to recreate …
Developing Azure AI Solutions
Discover how Azure Data Factory, a cloud-based data integration service, enables seamless orchestration and automation of data-driven workflows for efficient data movement and transformation in Microsoft Azure. Question What cloud-based data integration service allows you to create data-driven workflows in the cloud for orchestrating and automating data movement and data transformation? A. Azure SQL Data …
Learn about the function of intents in Microsoft’s Azure Language Understanding Intelligent Service (LUIS) API. Understand how intents help identify user goals and actions in natural language processing applications. Question What is the function of an intent in the Language Understanding Intelligent Service (LUIS) language cognitive API? A. It is a purpose expressed in a …
Learn why the “HTTP Request Entity Too Large” error occurs when creating an Azure Function from Azure Stream Analytics. Understand how batch count and size mismatch leads to this issue and how to resolve it effectively. Question You’re creating a function in Azure Function from Azure Stream Analytics, and receive the following exception from the …
Learn the key differences between workspace-centric and resource-centric access modes in Azure Monitor. Understand how these modes impact log access, permissions, and user roles for effective Azure resource management. Question What is the difference between workspace-centric and resource-centric access modes? A. Workspace-centric access modes are intended for administrators who need to configure data collection. Resource-centric …
Learn why preprocessing data to clean missing values is crucial for successful machine learning experiments in Azure Machine Learning Studio. Improve model accuracy with this essential step. Question You are creating a machine learning experiment in Azure Machine Learning Studio. You upload the data set into the experiment canvas and run the experiment. However, when …
Discover why middleware is the ideal choice for logging message activities in Microsoft Azure AI bot development. Learn how middleware enhances bot performance by acting before and after bot logic execution. Question You want to log every message activity your bot receives. Why would you use middleware to achieve this goal, rather than implementing logging …
Discover the best Azure service to enhance ingestion performance for real-time fraud detection systems. Learn why Azure Event Hubs is ideal for high-throughput, low-latency data ingestion. Question You created a real-time fraud detection system. However, you are seeing slow performance in your ingestion portion when using service bus. What Azure service would be well suited …
Learn how Azure Reservations can help reduce costs in the pay-as-you-go model by prepaying for services. Discover savings of up to 72% for predictable workloads. Question You organization uses the pay-as-you-go model for virtual machines (VMs), databases, and other services. You are exploring options on how to reduce the cost. What approach could you use …
Discover the best integrated development environment (IDE) for creating Azure Search solutions. Learn why Visual Studio stands out as the top choice for Azure development. Question What is an integrated development environment (IDE) you can use to develop an Azure Search solution? A. Vim B. Notepad++ C. Sublime Text D. Visual Studio Answer D. Visual …
Learn about the role of batch processing in big data architecture. Understand how it processes large datasets using long-running jobs for filtering, aggregating, and analyzing data efficiently. Question What function does the batch processing component play in the big data structure? A. It processes data using long-running batch jobs to filter, aggregate, and analyze the …
Learn which Azure log category offers detailed insights into operations performed on resources in your subscription. Perfect for mastering the Developing Microsoft Azure AI Solutions certification exam. Question Which Azure log category provides insight into the operations that were performed on resources in your subscription? A. Azure Activity Logs B. Azure Storage Analytics C. Azure …
Struggling with the Azure Data Factory name conflict error during the Microsoft Azure AI Solutions certification exam? Learn why the name must be globally unique and how to resolve the issue effectively using Azure PowerShell. Question You need to copy data in bulk from Azure SQL Database to Azure SQL Data Warehouse, using Azure PowerShell. …
Learn the essential requirement for establishing secure connections between device streams and Azure IoT Hub streaming endpoints. Discover why TLS-enabled connections are critical for secure IoT communication. Question What is required of the device and service portion of a device stream to establish a connection to an IoT Hub and its streaming endpoint? A. A …
Learn about the Azure architecture style designed to handle the ingestion, processing, and analysis of large and complex data sets. Discover why “Big Data” is the correct choice for scalable solutions in Microsoft Azure AI. Question What architecture style found in Azure is designed to handle the ingestion, processing, and analysis of data that is …
Learn the best definition of Continuous Integration (CI) for the Developing Microsoft Azure AI Solutions certification exam. Understand CI practices, benefits, and its role in automating builds and tests after code commits. Question What is the best definition of continuous integration? A. The practice of automatically releasing code into a production environment B. The practice …
Learn how to identify and resolve issues when an Azure Stream Analytics job unexpectedly stops processing. Discover the importance of enabling diagnostics logs for detailed insights and troubleshooting. Question You use Azure Stream Analytics to analyze streaming data from IoT devices. However, one of your Stream Analytics jobs has unexpectedly stopped processing. What could you …
Learn how to use the Set-AzVMDiagnosticsExtension PowerShell cmdlet to enable Azure VM diagnostics when the storage account is in a different subscription. Step-by-step solution explained. Question You need to collect application logs from an Azure Virtual Machine (VM). You use the Set-AzVMDiagnosticsExtension PowerShell cmdlet to enable the diagnostics extension on the VM you created through …
Discover the most accurate definition of Azure Automation, a cloud-based automation and configuration service that ensures consistent management across Azure and non-Azure environments. Learn how it simplifies tasks, enhances efficiency, and reduces operational costs. Question What is the most accurate definition of Azure Automation? A. A toolkit to automate anomaly detection B. A cloud-based automation …
Discover the benefits of distributed version control for Azure Search management. Learn how it enables independent workflows, boosts collaboration, and streamlines code management across teams. Question When managing Azure Search and working with multiple team members, what is the best reason for distributed version control? A. It allows you to work independently without worrying about …
Discover how Azure Stream Analytics serves as a powerful event-processing engine for analyzing high volumes of real-time streaming data from devices, sensors, and applications. Learn why it’s the best choice for Azure AI solutions. Question What Azure service is an event-processing engine that allows you to examine high volumes of data streaming from devices? A. …
Discover why the “Cannot find SourceControlToken with name GitHub” error occurs when deploying from GitHub to Azure. Learn how OAuth tokens impact continuous deployment and how to resolve this issue effectively. Question You are trying to continuously deploy from GitHub to Azure, but receive a “Cannot find SourceControlToken with name GitHub” exception. What is the …
Learn what Git is and why it’s classified as a distributed version control system. Understand its features, benefits, and how it revolutionizes collaborative software development. Question What is git? A. A non-distributed version control system B. A synchronous way to manage software packages C. A software package repository D. A distributed version control system Answer …
Struggling with the Azure AI Solutions skill assessment? Learn how to amend a badly formatted commit message using the correct Git command. Master Git commit –amend for cleaner histories. Question You have pushed a new change to your Azure Search application and have written a badly formatted commit message that you would like to amend. …
Discover how to implement Azure Search autocomplete and parameter documentation in Visual Studio 2019 by installing the Azure Search .NET SDK. Learn why the SDK is essential for enhancing development productivity. Question While implementing Azure Search in Visual Studio 2019 you would like to include some autocomplete on methods and some documentation on parameters. What …
Discover the best definition of Azure Time Series Insights, a powerful service for storing, visualizing, and querying large-scale IoT time series data. Learn how it enables efficient analytics and decision-making. Question What is the best definition of Time Series Insights? A. A service that enables you to create data cubes from IoT devices B. A …
Discover the best approach for experimenting with Azure Search features without altering the existing repository. Learn why using a Git fork is ideal for isolating changes while maintaining code integrity. Question Your team released Azure Search into production. You had an idea for a new feature you would like to experiment with but you do …
Discover why using a Bot Framework template in Azure AI Solutions is advantageous. Learn how templates simplify bot development by providing all necessary code for creating conversational AI bots. Question What is the benefit of using a Bot Framework template instead of creating your own? A. With a template, you can more readily test your …
Learn how scoring profiles enhance relevance in Azure Search solutions by adjusting search scores based on tailored criteria. Understand their role in ranking and optimizing search results effectively. Question How might a scoring profile be useful for an Azure Search solution? A. To remove irrelevant items in the search index B. To rank searches that …