AI-102: Develop AI solutions in Azure
Course Overview
Empower your development team to build smart, scalable AI solutions in Azure. This intermediate-level, five-day instructorled course teaches software engineers how to design, deploy, and manage endtoend AI applications using Azure Cognitive Services, Azure AI Foundry, Azure OpenAI, Azure Cognitive Search, and the Azure Bot Service. Learn to implement generative AI apps, AI agents, computer vision, natural language processing, speech, document intelligence, and knowledge mining—all while adhering to responsible AI practices. The training emphasizes practical application, with 40–50% of the course dedicated to handson coding and real-world scenarios.
Target Audience
Ideal for:
Software developers and AI engineers ready to build AI solutions in Azure
Professionals proficient in C# or Python, familiar with REST APIs/SDKs, and comfortable navigating the Azure portal
Prerequisites:
Experience with Azure fundamentals
Programming background in C# or Python
Working knowledge of JSON and REST
Course Outline
Module 1: Prepare to Develop AI Solutions on Azure
Define artificial intelligence concepts and ecosystem
Explore Responsible AI principles for enterprise-grade AI in Azure
Compare capabilities across Azure Machine Learning, Cognitive Services, Bot Service, and Cognitive Search
Module 2: Create, Secure & Monitor Cognitive Services
Provision and configure Cognitive Services resources
Authenticate and secure endpoints (keys, network, containers) using best practices
Monitor usage, set alerts, and log diagnostics for Azure AI solutions
Module 3: Deploy Cognitive Services in Containers
Containerize Azure Cognitive Services for on-premises or edge scenarios
Secure and consume Cognitive Services within container deployments
Module 4: Develop Natural Language & Speech AI Solutions
Implement text analytics: language detection, sentiment, key phrases, and entities
Translate text with Azure Translator and speech with Azure Speech Service
Build conversational models using Language Understanding (LUIS) and QnA knowledge bases
Module 5: Create Conversational Agents and Bot Solutions
Use Azure Bot Framework SDK and Composer to build intelligent bots
Integrate QnA, LUIS, and multi-turn dialogues
Module 6: Implement Computer Vision Solutions in Azure
Analyze images and video with Azure AI Vision and Video Analyzer
Build custom vision models: image classification, object detection, face detection and recognition, OCR
Integrate computer vision into generative AI-powered applications
Module 7: Build Document Intelligence & Knowledge Mining Solutions
Use Form Recognizer and Document Intelligence for form-based data extraction
Create Azure Cognitive Search solutions: enrich index, custom skills, knowledge store construction
Module 8: Develop Generative AI Apps & Agents with Azure
Plan and deploy generative AI solutions using Azure AI Foundry and OpenAI
Use prompt flow, RAG patterns, fine-tuning, Semantic Kernel, and multi-agent orchestration
Embed generative AI into secure, performancetuned enterprise applications
HandsOn Experience
This instructor-led class is 40–50% practical—expect live demos, coding walkthroughs, and guided implementation exercises woven throughout.
Skills You’ll Gain
By course end, you will be able to:
Architect and deploy scalable AI solutions in Azure
Integrate Computer Vision, Language, Speech, Document Intelligence, and Bot frameworks
Build and secure generative AI applications and agents
Set up knowledge mining pipelines using Azure Cognitive Search
Apply Responsible AI principles throughout AI development lifecycle
Hands-On Labs
This course includes practical, hands-on laboratory exercises to reinforce your learning:
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