


- Computer vision with Azure AI Vision — image and video analysis, object detection, OCR, and face recognition.
- Natural language processing — sentiment analysis, entity recognition, translation, and building conversational bots.
- Generative AI with Azure OpenAI — large language models for summarization, content generation, and advanced conversational experiences.
- Provisioning, security, endpoint management, cost control, and governance for Azure AI resources.
- Knowledge mining with Azure AI Search — indexing documents and extracting structured data to make information searchable and actionable.
- Automation with Azure AI Document Intelligence — extracting structured fields from forms and automating document-based workflows.






Study tip: Combine hands-on labs with the mock exams and architecture walkthroughs. Practical experience with Azure OpenAI, Cognitive Services, and Azure ML will improve your recall for exam scenarios and real-world deployments.
| Module | Key Focus | Example Use Cases |
|---|---|---|
| AI Fundamentals & Azure AI Ecosystem | Core concepts, service selection | Choosing between Azure ML vs. OpenAI for model hosting |
| Azure Machine Learning | Model training & deployment | MLOps pipelines, model versioning |
| Azure AI Vision & Face Service | Image/video analysis, OCR, facial recognition | Retail inventory analysis, security monitoring |
| Natural Language Processing | Text analytics, NLU, bots | Sentiment analysis, intent recognition |
| Azure OpenAI (Generative AI) | LLM-based generation & chat | Summarization, document Q&A, assistants |
| Provisioning & Governance | Resource management, security, cost control | Secure endpoints, RBAC, quotas |
| Azure AI Search (Knowledge Mining) | Indexing and search pipelines | Enterprise document search, eDiscovery |
| Document Intelligence | Automated document parsing | Invoice processing, form extraction |
- Microsoft Azure AI documentation: https://docs.microsoft.com/azure/ai-services
- Azure Machine Learning docs: https://docs.microsoft.com/azure/machine-learning/
- Azure Cognitive Services overview: https://docs.microsoft.com/azure/cognitive-services/
- Azure OpenAI Service: https://learn.microsoft.com/azure/cognitive-services/openai/
- Azure Cognitive Search: https://learn.microsoft.com/azure/search/