Enterprise Generative AI Systems on Microsoft Azure
Design secure, scalable, reliable, and governed RAG and agentic AI architectures using Azure services
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What you'll learn
Course Description
This course contains the use of artificial intelligence.
Build the skills to design, secure, scale, monitor, and govern modern enterprise Generative AI systems on Microsoft Azure.
This comprehensive course, Enterprise Generative AI Systems on Microsoft Azure, teaches you how to create production-ready Generative AI applications, Retrieval-Augmented Generation systems, enterprise copilots, intelligent assistants, and agentic AI workflows using Microsoft Azure services. Rather than focusing on isolated tools, the course shows you how every component fits together within a complete enterprise architecture.
You will begin by exploring the full Azure Generative AI architecture, including users, applications, enterprise data sources, APIs, compute services, orchestration frameworks, foundation models, retrieval systems, security controls, monitoring, and governance. You will trace a request from the user interface through the application layer, enterprise data, Azure AI Search, Azure OpenAI Service, guardrails, and response delivery.
A major focus of the course is building accurate and reliable RAG applications on Azure. You will learn how to connect structured, semi-structured, and unstructured data from Azure SQL Database, Azure Cosmos DB, Azure Blob Storage, Azure Data Lake, SharePoint, OneDrive, internal APIs, and on-premises systems. You will design ingestion pipelines with Azure Data Factory, process documents using Azure AI Document Intelligence, compare chunking strategies, generate embeddings, and build vector, keyword, hybrid, and semantic search solutions.
The course also covers AI orchestration and autonomous agents. You will explore Microsoft Semantic Kernel, LangChain, and AutoGen while learning how to design planner, executor, and reviewer agents. You will give agents controlled access to enterprise tools, APIs, workflows, memory, and business systems while implementing human approvals, error recovery, timeouts, and protections against uncontrolled agent behavior.
Security and governance are integrated throughout the course. You will learn how to protect AI applications against prompt injection, malicious documents, unsafe content, sensitive-data exposure, unauthorized tool execution, and privilege escalation. You will implement controls using Microsoft Entra ID, role-based access control, managed identities, Azure AI Content Safety, Prompt Shields, Azure Policy, private endpoints, encryption, audit trails, and responsible AI review processes.
You will also learn how to deploy and operate enterprise AI applications using Azure App Service, Azure Container Apps, Azure Functions, Azure DevOps, GitHub Actions, Azure Monitor, and Application Insights. Topics include observability, token usage, latency, retrieval quality, model monitoring, caching, secrets management, cost optimization, scalability, backup, disaster recovery, compliance, and business continuity.
Hands-on labs guide you through designing multichannel assistants, hybrid-search RAG pipelines, secure API gateways, document-processing workflows, AI guardrails, monitoring dashboards, CI/CD pipelines, and cost-management strategies.
By the end of the course, you will complete a capstone project that brings everything together: a secure, scalable, reliable, and governed enterprise GenAI platform on Microsoft Azure. This course is ideal for Azure architects, AI engineers, developers, cloud professionals, security specialists, governance teams, consultants, and technology leaders who want practical expertise in building enterprise-grade AI solutions.
Who this course is for:
- Cloud architects who want to design secure and scalable Generative AI solutions on Microsoft Azure.
- AI architects and solution architects responsible for enterprise RAG, copilots, AI assistants, and agentic AI systems.
- Software developers who want to build production-ready Generative AI applications using Azure OpenAI and related Azure services.
- Data engineers who want to build ingestion, document-processing, chunking, embedding, and search pipelines for enterprise AI.
- Machine learning engineers who want to move from model experimentation to complete enterprise AI application architecture.
- DevOps and platform engineers responsible for deploying, monitoring, scaling, and operating Azure-based AI applications.
- Cybersecurity professionals who want to understand prompt injection, AI content safety, identity controls, network security, and secure agent execution.
- AI governance, risk, compliance, privacy, and responsible AI professionals who need to understand the technical architecture behind enterprise AI systems.
- Technical leads and engineering managers responsible for selecting AI platforms, services, frameworks, and architecture patterns.
- Consultants and technology advisors who design Azure AI solutions for enterprise clients.
- Product managers and business analysts who work with technical teams to define enterprise AI use cases and delivery requirements.
- IT leaders and enterprise architects evaluating how to introduce Generative AI safely across their organizations.
- Professionals preparing for roles involving Azure AI architecture, Generative AI engineering, AI platform engineering, or AI solution delivery.
- Students and career changers who have basic technical knowledge and want to develop practical skills in Azure Generative AI architecture.
- Anyone who wants to understand how Azure OpenAI, Azure AI Search, enterprise data, AI agents, security, governance, monitoring, DevOps, and automation combine into a complete production platform.
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