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Microsoft AI-901 Exam Syllabus Topics:

SectionWeightObjectives
Describe features of generative AI workloads on Azure10-15%- Generative AI concepts
  • 1. Responsible use of generative AI
    • 2. Prompt engineering basics
      • 3. Large language models (LLMs)
        - Azure OpenAI and generative services
        • 1. Azure OpenAI Service capabilities
          • 2. Use cases: chatbots, content generation, summarization
            Describe fundamental principles of machine learning on Azure25-30%- Azure Machine Learning basics
            • 1. AutoML concepts
              • 2. Azure ML workspace components
                - Machine learning concepts
                • 1. Supervised vs unsupervised learning
                  • 2. Training and evaluation concepts
                    • 3. Regression and classification
                      Describe features of natural language processing (NLP) workloads on Azure15-20%- Text analysis
                      • 1. Sentiment analysis
                        • 2. Language detection
                          • 3. Key phrase extraction
                            - Azure NLP services
                            • 1. Azure AI Language
                              • 2. Speech services (speech-to-text, text-to-speech)
                                Describe features of computer vision workloads on Azure15-20%- Azure AI Vision services
                                • 1. Azure AI Vision
                                  • 2. Face detection and analysis (limited use cases)
                                    - Image analysis
                                    • 1. Object detection
                                      • 2. Optical character recognition (OCR)
                                        • 3. Image classification
                                          Describe Artificial Intelligence workloads and considerations20-25%- Identify features of common AI workloads
                                          • 1. Document processing and extraction
                                            • 2. Computer vision use cases
                                              • 3. Conversational AI and chatbots
                                                • 4. Natural language processing use cases
                                                  - Responsible AI principles
                                                  • 1. Inclusiveness
                                                    • 2. Fairness
                                                      • 3. Privacy and security
                                                        • 4. Reliability and safety
                                                          • 5. Transparency and accountability

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                                                            Microsoft Azure AI Fundamentals Sample Questions (Q43-Q48):

                                                            NEW QUESTION # 43
                                                            Hotspot Question
                                                            For each of the following statements, select Yes if the statement is true. Otherwise, select No.
                                                            NOTE: Each correct selection is worth one point.

                                                            Answer:

                                                            Explanation:


                                                            NEW QUESTION # 44
                                                            What should you use to identify similar faces in a set of images?

                                                            Answer: C

                                                            Explanation:
                                                            Correct:
                                                            * Azure AI Vision
                                                            Incorrect:
                                                            * Azure AI Custom Vision
                                                            * Azure AI Language
                                                            * Azure OpenAI Service
                                                            * Azure OpenAI in Foundry Models
                                                            Note: Azure AI Foundry, Vision, Find similar faces
                                                            To identify similar faces across different images using Azure, the Azure AI Face service is the most suitable choice. This service leverages AI algorithms to detect, recognize, and analyze human faces, including features like face grouping based on visual similarity.
                                                            Reference:
                                                            https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/how-to/find-similar-faces


                                                            NEW QUESTION # 45
                                                            Select the answer that correctly completes the sentence.

                                                            Answer:

                                                            Explanation:

                                                            Explanation:

                                                            The completed sentence is:
                                                            An AI workload that produces new content based on user input is an example of generative AI.
                                                            Generative AI is used to create new content, such as text, images, code, audio, or other outputs, from user prompts or instructions.
                                                            The other options are incorrect:
                                                            content understanding extracts or interprets information from existing content.
                                                            information extraction identifies and extracts structured data from content.
                                                            text analysis analyzes existing text for entities, sentiment, key phrases, language, or summaries.


                                                            NEW QUESTION # 46
                                                            You are developing an application named App1 that analyzes customer feedback.
                                                            App1 will call Azure Language in Foundry Tools from a generative AI agent in Microsoft Foundry.
                                                            You need to ensure that the agent can access Azure Language text analysis.
                                                            What should you configure?

                                                            Answer: B

                                                            Explanation:
                                                            The Azure Language MCP (Model Context Protocol) server needs to be configured so your generative AI agent can utilize text analysis tools (like sentiment analysis, keyphrase extraction, and language detection).Azure Language in Foundry Tools exposes its capabilities as standardized tools using the MCP framework. This means your agent cannot call the traditional REST API directly; it must route requests through an MCP server configuration.
                                                            Reference:
                                                            https://learn.microsoft.com/en-us/azure/ai-services/language-service/overview


                                                            NEW QUESTION # 47
                                                            Select the answer that correctly completes the sentence.

                                                            Answer:

                                                            Explanation:

                                                            Explanation:
                                                            The correct answer is API endpoint . After a generative AI model is deployed in Microsoft Foundry, the deployment exposes an inference endpoint through which external applications can submit requests and receive generated responses. Microsoft Foundry documentation describes deployed models as being accessible programmatically through an endpoint and associated credentials. Applications invoke the relevant REST API or SDK against this endpoint and specify the deployed model as required by the API.
                                                            An embedding vector is a numerical representation of semantic information used for similarity search, retrieval, and grounding; it is not the network interface through which a deployed model is invoked. A training dataset contains data used to train or fine-tune a model and is not called when performing inference.
                                                            A URL parameter can be part of an API request, but it does not represent the deployed model ' s callable interface.
                                                            This directly aligns with the AI-901 objective to deploy a model and interact with it in the Foundry portal and to create lightweight applications that invoke deployed generative AI models through supported APIs and SDKs.


                                                            NEW QUESTION # 48
                                                            ......

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