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Learn how to evaluate and optimize AI agents systematically through structured experiments that measure quality, cost, and performance. Design evaluation metrics, apply Git-based workflows, create consistent scoring rubrics, and make evidence-based optimization decisions.

Units in this learning path:

• Introduction
• Design Evaluation Experiments
• Git Based Experimentation Workflow
• Evaluate Agent Responses
• Exercise
• Knowledge Check
• Summary

Products: Azure, Microsoft Foundry

Roles: AI Engineer, Developer, Solution Architect

Level: Intermediate

Subjects: Artificial Intelligence, Machine Learning

Duration: 66 minutes

Learn to assess costs and benefits of AI solutions. Develop ROI analyses, evaluate TCO, and decide to build, buy, or extend AI components.

Units in this learning path:

• Introduction
• Roi Criteria AI Powered Business Solution Including Total Cost Ownership
• Create Roi Analysis Proposed AI Solution Business Process
• Analyze Whether Build Buy Extend AI Components Business Solutions
• Implement Model Router Intelligently Route Requests Most Suitable Model
• Knowledge Check
• Summary

Products: Microsoft 365 Copilot, Microsoft 365 Copilot Chat, Power Platform, Microsoft Copilot Studio, Dynamics 365

Roles: Solution Architect

Level: Advanced

Subjects: Generative AI, Data Analytics, Data Management, Data Engineering, Data Integration

Duration: 34 minutes

Explore how to evaluate generative AI applications.

Modules in this learning path:

• Evaluate Generative AI Apps
• Run Evaluations Generate Synthetic Datasets

Products: Azure, Foundry Tools, Content Safety

Roles: Developer

Level: Beginner

Duration: 96 minutes

Evaluate language models with Azure Databricks

Units in this learning path:

• Introduction
• Compare Evaluations
• AI Systems
• Standard Metrics
• Language Model Judge
• Exercise
• Knowledge Check
• Summary

Products: Azure Databricks

Roles: Data Engineer

Level: Intermediate

Duration: 62 minutes

Evaluate performance improvements

Units in this learning path:

• Introduction
• Describe Wait Statistics
• Tune and Maintain Indexes
• Understand Query Hints
• Explore Performance
• Exercise Isolate Problem Areas Poor Performing Queries
• Knowledge Check
• Summary

Products: Azure SQL Database, SQL Server

Roles: Data Analyst, Data Engineer, Database Administrator

Level: Intermediate

Subjects: Cloud Computing, Data Management

Duration: 74 minutes

Learn to use Microsoft Defender for Cloud to assess, investigate, and report on compliance posture against security frameworks including the Microsoft Cloud Security Benchmark, regulatory standards, and custom standards.

Units in this learning path:

• Introduction
• Understand Compliance Standards Controls
• Navigate Compliance Dashboard Investigate Gaps
• Assign Standards Communicate Compliance Posture
• Knowledge Check
• Summary

Products: Defender For Cloud, Azure

Roles: Security Engineer

Level: Intermediate

Subjects: Security, Cloud Security, Compliance

Duration: 23 minutes

Discover effective techniques for collecting and evaluating project requirements to enhance solution building for Dynamics 365.

Units in this learning path:

• Introduction
• Techniques
• Map Requirements
• Improve Requirements
• Conflicting Requirements
• Security Requirements
• Assignment
• Check
• Summary

Products: Dynamics 365, Dynamics Finance, Dynamics Sales, Customer Insights Journeys, Dynamics Scm, Dynamics Business Central, Dynamics Field Service, Dynamics Customer Service, Dynamics Project Operations, Dynamics Human Resources, Dynamics Iom, Power Apps, Power Automate, Dataverse

Roles: Business Analyst, Business User, Functional Consultant, Maker

Level: Beginner

Subjects: Business Applications

Duration: 62 minutes

You learn how to evaluate security solutions for securing Microsoft 365.

Units in this learning path:

• Introduction Security Exchange Sharepoint Onedrive Teams
• Evaluate Security Posture Collaboration Productivity Workloads
• Design Microsoft Defender 365 Solution
• Design Configurations Operational Practices Microsoft 365
• Evaluate Solutions Securing Data Microsoft Purview
• Evaluate Data Security Compliance Copilot
• Knowledge Check
• Summary

Products: Azure, Defender For Cloud, Defender For Cloud Apps, Defender Identity, Microsoft Sentinel

Roles: Security Engineer, Solution Architect

Level: Advanced

Subjects: Security, Cloud Security

Duration: 66 minutes

Evaluate strategies for migrating to Azure SQL

Units in this learning path:

• Introduction
• Understand Compatibility Level
• Understand Azure Preview Features
• Describe Azure Database Migration Options
• Knowledge Check
• Summary

Products: Azure, Azure SQL Database, Azure SQL Managed Instance, Azure Sqlserver Vm, SQL Server

Roles: Data Engineer, Database Administrator

Level: Intermediate

Subjects: Migration, Cloud Computing

Duration: 22 minutes

Evaluate agent quality with repeatable test sets, use monitoring data to identify runtime issues, publish agents to Teams and Microsoft Copilot, and apply governance, lifecycle, and Copilot Credit considerations.

Units in this learning path:

• Introduction
• Plan Run Agent Evaluations
• Monitor Improve Agent
• Publish Validate Channels
• Govern Agent Lifecycle Costs
• Exercise Evaluate Publish Support Agent
• Knowledge Check
• Summary

Products: Microsoft Copilot Studio

Roles: Maker, Functional Consultant

Level: Intermediate

Subjects: Artificial Intelligence, Business Applications

Duration: 80 minutes

Learn the fundamental concepts of evaluating generative AI applications.

Units in this learning path:

• Introduction
• Evaluate Generative AI
• Role Data Evaluations
• Choose Utilize Metrics
• Custom Prompt Based Evaluators
• Interpret Evaluation Results
• Common Pitfalls Result Interpretation
• Knowledge Check
• Summary

Products: Azure

Roles: Developer

Level: Beginner

Duration: 38 minutes

This Learning Path helps you build knowledge to effectively use AWS Step Functions to model, build, and monitor a complex business process and to design event-driven architectures based in Amazon EventBridge in production systems. This Learning…