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| Section | Objectives |
|---|---|
| Topic 1: Plan and design AI solutions using Azure AI services | - Responsible AI design
|
| Topic 2: Implement secure and scalable AI systems | - Security and governance
|
| Topic 3: Design and implement generative AI solutions | - Large language model integration
|
| Topic 4: Operationalizing machine learning solutions | - ML lifecycle management
|
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You use Azure Machine Learning to deploy a model as a real-time web service.
You need to create an entry script for the service that ensures that the model is loaded when the service starts and is used to score new data as it is received.
Which functions should you include in the script? To answer, drag the appropriate functions to the correct actions. Each function may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Correct Answer:

Explanation:
Load the model when the service starts: init()
Use the model to score new data: run()
Azure Machine Learning scoring scripts for online endpoints use two required entry-point functions: init() and run() . Microsoft explicitly states that the scoring script specified for an online deployment must contain both functions.
The init() function is invoked when the inference container is initialized or started, typically immediately after a deployment is created or updated. It is intended for one-time initialization tasks such as locating the registered model through AZUREML_MODEL_DIR, deserializing the model, and storing it in memory.
Loading the model once during initialization avoids repeatedly loading it for every inference request, which reduces latency and processing overhead.
The run() function is called each time the endpoint receives an inference request. It accepts the incoming request data, transforms or parses the input as required, invokes the loaded model ' s prediction logic, and returns the scoring result. Microsoft describes run() as the function that performs the actual scoring or prediction for each endpoint invocation.
main(), score(), and predict() may exist inside application code or model libraries, but they are not the required Azure Machine Learning scoring-script entry points.
You manage an Azure Machine Learning workspace. You create an experiment named experiment1 by using the Azure Machine Learning Python SDK v2 and MLflow. You are reviewing the results of experiment1 by using the following code segment:
For each of the following statements, Select Yes if the statement is true Otherwise, select No.
Correct Answer:

Explanation:
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 due to model input data changes.
You need to trigger a remediation ML pipeline based on an Azure Machine Learning event.
Which event should you use?
Correct Answer: C 🗳️
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A team performs interactive experimentation during development. The team also runs scalable jobs for model training.
The team must minimize costs while ensuring compute resources scale when needed. Different workloads require different compute behaviors within the same workspace.
You need to configure compute targets that support each workload.
Which compute targets should you use? To answer, move the appropriate compute targets to the correct workload types. You may use each compute target once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Correct Answer:

Explanation:
Interactive experimentation: Azure Machine Learning compute instance
Scalable training jobs: Azure Machine Learning compute cluster
For interactive experimentation , use an Azure Machine Learning compute instance . Microsoft defines a compute instance as a fully managed, cloud-based development workstation optimized for machine learning development. It integrates directly with Jupyter, JupyterLab, and other development tools in Azure Machine Learning studio, making it the appropriate target for notebook-driven experimentation, iterative coding, debugging, and development. A compute instance is a single-node environment and can be stopped or configured with idle shutdown to control costs.
For scalable training jobs , use an Azure Machine Learning compute cluster . Compute clusters are managed training targets that can scale from a minimum to a configured maximum number of nodes based on job demand. Microsoft specifically recommends them for larger datasets, distributed training, and workloads requiring elastic compute capacity. Setting the minimum node count to 0 allows the cluster to deallocate all worker nodes when no jobs are running, which is an important cost-optimization mechanism.
Azure Batch, Databricks, AKS, and standalone Azure VMs can support specialized workloads, but they do not match the native Azure Machine Learning development-versus-elastic-training pattern as directly as compute instance and compute cluster.
Study Guide Reference: Design and implement an MLOps infrastructure - Azure Machine Learning compute targets, compute instances, compute clusters, autoscaling, distributed training, and cost optimization.
You are planning to register a trained model in an Azure Machine Learning workspace.
You must store additional metadata about the model in a key-value format. You must be able to add new metadata and modify or delete metadata after creation.
You need to register the model.
Which parameter should you use?
Correct Answer: D 🗳️
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