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Microsoft AI-901 Exam Syllabus Topics:

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

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                                                            Latest AI-901 Exam Pdf - Latest Test AI-901 Discount

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                                                            Microsoft Azure AI Fundamentals Sample Questions (Q34-Q39):

                                                            NEW QUESTION # 34
                                                            You have an Azure subscription.
                                                            You need to use Azure Content Understanding in Foundry Tools to extract structured data from invoices.
                                                            What should you provision?

                                                            Answer: C

                                                            Explanation:
                                                            To extract structured data from invoices using Azure Content Understanding in Foundry Tools, you must provision a Microsoft Foundry resource (often referred to as an Azure AI services resource configured within a supported region).
                                                            Reference:
                                                            https://learn.microsoft.com/en-us/azure/ai-services/content-understanding/tutorial/create-custom-analyzer


                                                            NEW QUESTION # 35
                                                            For each of the following statements, select if the statement is true. Otherwise, select No.
                                                            NOTE: Each correct selection is worth one point.

                                                            Answer:

                                                            Explanation:


                                                            NEW QUESTION # 36
                                                            What is the maximum image size that can be processed by using the prebuilt receipt model in Azure AI Document Intelligence?

                                                            Answer: A

                                                            Explanation:
                                                            Document Intelligence receipt model
                                                            Supported file size: less than 50 MB; minimum pixels 50 x 50 px; maximum pixels 10,000 x
                                                            10,000 px
                                                            For custom extraction model training, the total size of training data is 50 MB for template model and 1 GB for the neural model.
                                                            Reference:
                                                            https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/prebuilt/id-document


                                                            NEW QUESTION # 37
                                                            Hotspot Question
                                                            Select the answer that correctly completes the sentence.

                                                            Answer:

                                                            Explanation:


                                                            NEW QUESTION # 38
                                                            Hotspot Question
                                                            Select the answer that correctly completes the sentence.

                                                            Answer:

                                                            Explanation:

                                                            Explanation:
                                                            Box: natural language processing
                                                            The interactive answering of questions entered by a user as part of an application is a direct example of natural language processing (NLP).
                                                            How NLP Powers Interactive Q&A
                                                            Text interpretation: The system uses linguistic rules and machine learning models to read and interpret the user's typed input.
                                                            Intent recognition: It figures out what the user wants or needs by analyzing the meaning behind the words.
                                                            Response generation: It formulates and delivers a human-like reply back through the application interface.
                                                            Reference:
                                                            https://www.gauthmath.com/solution/1800845210023942/The-interactive-answering-of-questions-entered-by-a-user-as-part-of-an-applicati


                                                            NEW QUESTION # 39
                                                            ......

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