Azure AI Apps and Agents Developer Associate (AI-103)
Build manage and deploy agents and AI solutions using Microsoft Foundry. Learn to implement generative AI agentic solutions computer vision text analysis and information extraction on Azure.
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5 modules · 75 lessons
Module 1: Plan and Manage an Azure AI Solution
Plan and manage Azure AI solutions including choosing appropriate services and deployment options. (25-30% of exam)
Choose Appropriate Foundry Services
Choose appropriate services for generative AI and agents.
- Lesson Introduction to Microsoft Foundry 12 min
- Quiz Introduction to Microsoft Foundry Quiz 5 questions
- Lesson Choosing AI Models for Tasks 12 min
- Quiz Choosing AI Models for Tasks Quiz 5 questions
- Lesson LLMs and Small Language Models 12 min
- Quiz LLMs and Small Language Models Quiz 5 questions
- Lesson Multimodal Models Overview 12 min
- Quiz Multimodal Models Overview Quiz 5 questions
- Lesson Foundry Tools and Services 12 min
- Quiz Foundry Tools and Services Quiz 5 questions
- Lesson Retrieval and Indexing Methods 12 min
- Quiz Retrieval and Indexing Methods Quiz 5 questions
Set Up AI Solutions in Foundry
Design infrastructure and deploy AI solutions.
- Lesson Azure Infrastructure for AI Apps 12 min
- Quiz Azure Infrastructure for AI Apps Quiz 5 questions
- Lesson Deployment Options Overview 12 min
- Quiz Deployment Options Overview Quiz 5 questions
- Lesson Configure Model Deployments 12 min
- Quiz Configure Model Deployments Quiz 5 questions
- Lesson CI/CD Pipeline Integration 12 min
- Quiz CI/CD Pipeline Integration Quiz 5 questions
Manage Monitor Secure AI Systems
Manage quotas scaling and security for AI.
- Lesson Quotas and Rate Limits 12 min
- Quiz Quotas and Rate Limits Quiz 5 questions
- Lesson Scaling and Cost Management 12 min
- Quiz Scaling and Cost Management Quiz 5 questions
- Lesson Monitor Model Performance 12 min
- Quiz Monitor Model Performance Quiz 5 questions
- Lesson Security Configuration 12 min
- Quiz Security Configuration Quiz 5 questions
- Lesson Managed Identity and RBAC 12 min
- Quiz Managed Identity and RBAC Quiz 5 questions
Implement Responsible AI
Configure safety filters and responsible AI.
- Lesson Safety Filters and Guardrails 12 min
- Quiz Safety Filters and Guardrails Quiz 5 questions
- Lesson Content Moderation 12 min
- Quiz Content Moderation Quiz 5 questions
- Lesson Risk Detection and Mitigation 12 min
- Quiz Risk Detection and Mitigation Quiz 5 questions
- Lesson Auditing and Trace Logging 12 min
- Quiz Auditing and Trace Logging Quiz 5 questions
Module 2: Implement Generative AI and Agentic Solutions
Implement generative AI and agentic solutions using Foundry including RAG and multi-agent workflows. (30-35% of exam)
Build Generative Applications
Deploy and consume models in Foundry.
- Lesson Deploy LLMs in Foundry 12 min
- Quiz Deploy LLMs in Foundry Quiz 5 questions
- Lesson Implement RAG Patterns 12 min
- Quiz Implement RAG Patterns Quiz 5 questions
- Lesson Tool-Augmented Workflows 12 min
- Quiz Tool-Augmented Workflows Quiz 5 questions
- Lesson Multistep Reasoning Pipelines 12 min
- Quiz Multistep Reasoning Pipelines Quiz 5 questions
- Lesson Evaluate Models and Apps 12 min
- Quiz Evaluate Models and Apps Quiz 5 questions
- Lesson Foundry SDKs and Connectors 12 min
- Quiz Foundry SDKs and Connectors Quiz 5 questions
Build Agents Using Foundry
Build and deploy agents in Foundry.
- Lesson Define Agent Roles and Goals 12 min
- Quiz Define Agent Roles and Goals Quiz 5 questions
- Lesson Agents with Retrieval and Function Calling 12 min
- Quiz Agents with Retrieval and Function Calling Quiz 5 questions
- Lesson Integrate Agent Tools 12 min
- Quiz Integrate Agent Tools Quiz 5 questions
- Lesson Multi-Agent Orchestration 12 min
- Quiz Multi-Agent Orchestration Quiz 5 questions
- Lesson Autonomous Workflows with Safeguards 12 min
- Quiz Autonomous Workflows with Safeguards Quiz 5 questions
- Lesson Agent Monitoring and Evaluation 12 min
- Quiz Agent Monitoring and Evaluation Quiz 5 questions
Optimize Generative AI Systems
Optimize and operationalize generative AI.
- Lesson Prompt Engineering Techniques 12 min
- Quiz Prompt Engineering Techniques Quiz 5 questions
- Lesson Model Parameters Tuning 12 min
- Quiz Model Parameters Tuning Quiz 5 questions
- Lesson Chain of Thought and Self-Critique 12 min
- Quiz Chain of Thought and Self-Critique Quiz 5 questions
- Lesson Tracing and Observability 12 min
- Quiz Tracing and Observability Quiz 5 questions
- Lesson Hybrid LLM and Rules Engines 12 min
- Quiz Hybrid LLM and Rules Engines Quiz 5 questions
Module 3: Implement Computer Vision Solutions
Implement computer vision solutions including image and video generation and multimodal understanding. (10-15% of exam)
Image and Video Generation
Generate images and videos from prompts.
- Lesson Generate Images from Text 12 min
- Quiz Generate Images from Text Quiz 5 questions
- Lesson Video Generation Workflows 12 min
- Quiz Video Generation Workflows Quiz 5 questions
- Lesson Image Editing and Inpainting 12 min
- Quiz Image Editing and Inpainting Quiz 5 questions
- Lesson Generation Controls 12 min
- Quiz Generation Controls Quiz 5 questions
Multimodal Understanding
Analyze visual context with multimodal models.
- Lesson Visual Context Analysis 12 min
- Quiz Visual Context Analysis Quiz 5 questions
- Lesson Image Captioning 12 min
- Quiz Image Captioning Quiz 5 questions
- Lesson Visual Question Answering 12 min
- Quiz Visual Question Answering Quiz 5 questions
- Lesson Alt-Text and Accessibility 12 min
- Quiz Alt-Text and Accessibility Quiz 5 questions
- Lesson Video Analysis Workflows 12 min
- Quiz Video Analysis Workflows Quiz 5 questions
Responsible AI for Vision
Implement responsible AI for visual content.
Module 4: Implement Text Analysis Solutions
Implement text analysis solutions including entity extraction summarization and speech services. (10-15% of exam)
Language Model Text Analysis
Apply language model text analysis.
- Lesson Entity Extraction 12 min
- Quiz Entity Extraction Quiz 5 questions
- Lesson Topic Extraction and Summarization 12 min
- Quiz Topic Extraction and Summarization Quiz 5 questions
- Lesson Sentiment and Tone Detection 12 min
- Quiz Sentiment and Tone Detection Quiz 5 questions
- Lesson Text Translation with Azure 12 min
- Quiz Text Translation with Azure Quiz 5 questions
- Lesson Domain Customization 12 min
- Quiz Domain Customization Quiz 5 questions
Speech Solutions
Implement speech solutions.
Module 5: Implement Information Extraction Solutions
Implement information extraction solutions including document processing and content understanding. (10-15% of exam)
Retrieval and Grounding Pipelines
Build retrieval and grounding pipelines.
- Lesson Ingest and Index Content 12 min
- Quiz Ingest and Index Content Quiz 5 questions
- Lesson Semantic and Hybrid Search 12 min
- Quiz Semantic and Hybrid Search Quiz 5 questions
- Lesson Vector Search Configuration 12 min
- Quiz Vector Search Configuration Quiz 5 questions
- Lesson Enrichment with Skills 12 min
- Quiz Enrichment with Skills Quiz 5 questions
- Lesson RAG Ingestion Flow 12 min
- Quiz RAG Ingestion Flow Quiz 5 questions
Document Content Extraction
Extract content from documents.
- Lesson Azure Content Understanding 12 min
- Quiz Azure Content Understanding Quiz 5 questions
- Lesson OCR and Layout Analysis 12 min
- Quiz OCR and Layout Analysis Quiz 5 questions
- Lesson Field Extraction 12 min
- Quiz Field Extraction Quiz 5 questions
- Lesson Structured and Markdown Outputs 12 min
- Quiz Structured and Markdown Outputs Quiz 5 questions
- Lesson Extract from Images 12 min
- Quiz Extract from Images Quiz 5 questions
- Lesson Extract from Audio and Video 12 min
- Quiz Extract from Audio and Video Quiz 5 questions
- Lesson Content Understanding Analyzers 12 min
- Quiz Content Understanding Analyzers Quiz 5 questions
Advanced Extraction Scenarios
Advanced extraction scenarios and patterns.
- Lesson Form Processing Automation 12 min
- Quiz Form Processing Automation Quiz 5 questions
- Lesson Invoice and Receipt Processing 12 min
- Quiz Invoice and Receipt Processing Quiz 5 questions
- Lesson ID Document Processing 12 min
- Quiz ID Document Processing Quiz 5 questions
- Lesson Custom Model Training 12 min
- Quiz Custom Model Training Quiz 5 questions
- Lesson Batch Processing Documents 12 min
- Quiz Batch Processing Documents Quiz 5 questions
- Lesson Error Handling in Extraction 12 min
- Quiz Error Handling in Extraction Quiz 5 questions
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