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In this course, you will explore two techniques to improve the performance of a foundation model (FM): Retrieval Augmented Generation (RAG) and fine-tuning. You will learn about Amazon Web Services (AWS) services that help store embeddings with…

Learn how to build, run, and tune tightly coupled HPC applications in Azure.

Units in this learning path:

• 1 Introduction
• 2 Selecting the Right Hpc Sku
• 3 Knowledge Selecting the Right Hpc Sku
• 4 Process Pinning Considerations
• 5 Exercise Find Correct Numa Mapping for Hpc Sku
• 6 Compilers and Numerical Libraries
• 7 Knowledge Selecting the Right Compiler and Numerical Libraries
• 8 Selecting the Right Mpi Library
• 9 Knowledge Selecting the Right Mpi Library
• 10 Summary

Products: Azure

Roles: Solution Architect, Developer, Student

Level: Intermediate

Subjects: Virtual Machine, Infrastructure

Duration: 44 minutes

In this course, you will learn how to take advantage of the cloud and evaluate scenarios for a full or hybrid move to a cloud solution. You will review cloud financial and operational aspects, including procurement and deployment. You will also…

Learn how to design multi-agent solutions with the Microsoft Agent Framework SDK

Units in this learning path:

• Introduction
• Understand Agent Framework
• Understand Agent Orchestration
• Use Concurrent Orchestration
• Use Sequential Orchestration
• Use Group Chat Orchestration
• Use Handoff Orchestration
• Use Magentic Orchestration
• Exercise
• Knowledge Check
• Summary

Products: Foundry Tools

Roles: AI Engineer, Developer, Solution Architect, Student

Level: Intermediate

Subjects: Artificial Intelligence

Duration: 73 minutes

Learn to orchestrate, configure, and extend AI-driven experiences in Dynamics 365 and Microsoft 365 Copilot for finance, supply chain, and customer service.

Units in this learning path:

• Introduction
• Design AI Solutions Dynamics 365 Apps Customer Experience Service
• Propose Microsoft 365 Agents Business Scenarios
• Orchestrate Configuration Microsoft 365 Copilot Sales Service
• Propose Microsoft Power Platform AI Features AI Hub
• Design Interoperability Finance Operations Agent Chats Sources
• Process Knowledge Sources Dynamics 365 Finance Supply Chain Management
• Orchestrate AI Features Dynamics 365 Apps Finance Supply Chain
• Knowledge Check
• Summary

Products: Microsoft 365 Copilot, M365, Microsoft 365 Copilot Chat, Power Platform, Microsoft Copilot Studio

Roles: Database Administrator, Developer, Administrator, Solution Architect, Technology Manager

Level: Intermediate

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

Duration: 57 minutes

Orchestrate containers on Windows Server using Kubernetes

Units in this learning path:

• Introduction
• Define Orchestration
• Define Kubernetes
• Deploy Kubernetes Resources
• Create Kubernetes Cluster Windows
• Define Azure Arc
• Connect Azure Arc Enabled Kubernetes Cluster to Azure Arc
• Knowledge Check
• Summary

Products: Windows Server

Roles: Administrator, Solution Architect

Level: Intermediate

Subjects: Containers

Duration: 65 minutes

Orchestrate data movement and transformation in Azure Data Factory

Units in this learning path:

• Introduction
• Understand Control Flow
• Working Pipelines
• Debug Pipelines
• Adding Parameters Components
• Executing Packages
• Knowledge Check
• Summary

Products: Azure Data Factory

Roles: Data Engineer, Data Scientist

Level: Intermediate

Subjects: Data Analytics

Duration: 38 minutes

Learn how to use Azure Durable Functions to coordinate reliable, long-running AI workflows with deterministic orchestration, parallel activities, human approval, retries, and compensation.

Units in this learning path:

• Introduction
• Separate Orchestrator Activity Responsibilities
• Apply Fan Out Fan in
• Wait Human Approval External Events
• Design Reliable Workflow Steps
• Exercise Build Durable Document Processing Workflow
• Knowledge Check
• Summary

Products: Azure Functions

Roles: Developer

Level: Intermediate

Subjects: Serverless Computing

Duration: 77 minutes

Use Data Factory pipelines in Microsoft Fabric

Units in this learning path:

• Introduction
• Understand Fabric Pipeline
• Copy Data
• Pipeline Templates
• Run Monitor Pipelines
• Exercise Pipelines
• Knowledge Check
• Summary

Products: Fabric

Roles: Data Analyst, Data Engineer

Level: Beginner

Duration: 59 minutes

Explore the potential of the medallion architecture design in Microsoft Fabric. Organize and transform your data across Bronze, Silver, and Gold layers of a lakehouse for optimized analytics.

Units in this learning path:

• Introduction
• Describe Medallion Architecture
• Implement Medallion Archecture Fabric
• Query Report Data
• Secure Govern
• Exercise
• Knowledge Check
• Summary

Products: Fabric

Roles: Data Analyst, Data Engineer

Level: Intermediate

Subjects: Architecture, Data Storage, Data Management

Duration: 71 minutes

Learn how to store and manage groups of related data in C# using arrays and `List`, and choose the right structure for the job.

Units in this learning path:

• Introduction
• Store Manage Data with Arrays
• Store Manage Data with Lists
• Exercise Top Scores
• Knowledge Check
• Summary

Products: Dotnet

Roles: Developer, Higher Ed Educator, K 12 Educator, Student

Level: Beginner

Duration: 51 minutes

Learn how to organize related data in Python using lists and dictionaries, and choose the right structure for the job.

Units in this learning path:

• Introduction
• Store Manage Data with Lists
• Store Organize Data with Dictionaries
• Exercise Create Customer Order
• Knowledge Check
• Summary

Products: Vs Code

Roles: Developer, Student

Level: Beginner

Subjects: App Development

Duration: 51 minutes