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Learn how to deploy a model to an endpoint. When you deploy a model, you can get real-time or batch predictions by calling the endpoint.

Modules in this learning path:

• Deploy Model Managed Online Endpoint
• Deploy Model Batch Endpoint

Products: Azure Machine Learning

Roles: Data Scientist

Level: Beginner

Subjects: Machine Learning

Duration: 89 minutes

Learn how to deploy an AI copilot app using Docker, Azure Container Resource, and Azure Kubernetes Service.

Units in this learning path:

• Introduction
• Deploy Apps with Azure Kubernetes Service
• Create Containerized App
• Exercise Prepare Your Copilot Application
• Exercise Create Azure Kubernetes Service Cluster
• Knowledge Check
• Summary

Products: Azure Cosmos Db, Azure Kubernetes Service, Azure Openai

Roles: Data Engineer, Developer

Level: Intermediate

Subjects: Artificial Intelligence, Databases

Duration: 39 minutes

Learn to design AI agents tailored to business needs using Dynamics 365 and Copilot. Explore Responsible AI, custom connectors, and integration strategies.

Units in this learning path:

• Introduction
• Define Core Tenets Responsible AI Guidelines AI Business Solutions
• Design Business Terms Copilot Dynamics 365 Apps Customer Experience Service
• Design Customizations Copilot Dynamics 365 Apps Customer Experience Service
• Design Connectors Copilot Dynamics 365 Sales
• Design Agents Integration Dynamics 365 Contact Center Channels
• Design Task Agents
• Design Autonomous Agents
• Design Prompt Response Agents
• Propose Foundry Tools Given Requirement
• Propose Code First Generative Pages Agent Feed Applications
• Design Topics Copilot Studio Fallback
• Design Data Processing AI Models Ground
• Design Business Process Include AI Components Power Apps Canvas App
• Apply Power Platform Well Architected Framework
• Determine Use Standard Natural Language Processing
• Design Agent Flows Copilot Studio
• Design Prompt Actions Copilot Studio
• Define Success Criteria Adoption Goals
• 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: 161 minutes

Learn to design ALM processes for AI solutions, ensuring governance, security, and consistency across development, testing, and production.

Units in this learning path:

• Introduction
• Design Alm Process Data Used AI Models Agents
• Design Alm Process Copilot Studio Agents Connectors Actions
• Design Alm Process Microsoft Foundry Agents
• Design Alm Process Custom AI Models
• Design Alm Process AI Dynamics 365 Apps Finance Supply Chain
• Design Alm Process AI Dynamics 365 Apps Customer Experience Service
• 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: 46 minutes

Learn how to design a data ingestion solution for training data used in machine learning projects.

Units in this learning path:

• Introduction
• Identify Your Data Source Format
• Choose How Serve Data Workflows
• Solution
• Exercise
• Knowledge Check
• Summary

Products: Azure Databricks, Azure Machine Learning, Azure Synapse Analytics

Roles: Data Scientist

Level: Beginner

Subjects: Artificial Intelligence, Machine Learning

Duration: 33 minutes

Interact with Microsoft Copilot to learn about the capabilities of generative AI. Bring your personal creativity and passion to dream up a novel destination and create the content to help tell its story. Use Microsoft Copilot to ideate, research, and generate content. Use tips and techniques to write good prompts. Apply format and tone.

Units in this learning path:

• Introduction
• Exercise Define Idea Set Context
• Exercise Create Hero Image
• Exercise Make Grand Entrance
• Exercise Brainstorm Destination Features
• Exercise Plan Menu
• Exercise Ideate Ambience Music
• Exercise Create Branding
• Knowledge Check
• Summary

Products: Ms Copilot

Roles: Business Owner, Business User, Higher Ed Educator, K 12 Educator, Parent Guardian, Student

Level: Beginner

Subjects: Artificial Intelligence

Duration: 53 minutes

Design machine learning operations MLOps solution with Azure Machine Learning Python SDK v2.

Units in this learning path:

• Introduction
• Explore Machine Learning Operations Solution Architecture
• Design Monitoring
• Design Retraining
• Case Study
• Summary

Products: Azure Machine Learning

Roles: Data Scientist

Level: Beginner

Subjects: Machine Learning

Duration: 36 minutes

Design a machine learning solution with Azure Machine Learning v2

Modules in this learning path:

• Design Data Ingestion Strategy for Machine Learning Projects
• Design Machine Learning Model Training Solution
• Design Model Deployment Solution
• Design Machine Learning Operations Solution

Products: Foundry Tools, Azure Databricks, Azure Devops, Azure Machine Learning, Azure Synapse Analytics, Github

Roles: Data Scientist

Level: Beginner

Subjects: Machine Learning

Duration: 162 minutes

Design a model deployment solution with Azure Machine Learning Python SDK v2

Units in this learning path:

• Introduction
• Understand How Model Consumed
• Decide Real Time Batch Deployment
• Knowledge Check
• Summary

Products: Azure Machine Learning

Roles: Data Scientist

Level: Beginner

Subjects: Artificial Intelligence, Machine Learning

Duration: 27 minutes

Learn to design and configure agent conversations and responses using topics in Microsoft Copilot Studio. This learning path covers foundational topic authoring, delivering rich Adaptive Card responses, integrating topics with tools and agent flows, and generating AI-powered answers using generative answers nodes and custom prompts.

Modules in this learning path:

• Deliver Rich Agent Responses Adaptive Cards Copilot Studio
• Take Action Agent Conversations Topics Tools Copilot Studio
• Generate AI Powered Responses Generative Answers Copilot Studio

Products: Microsoft Copilot Studio

Roles: Maker

Level: Intermediate

Subjects: Artificial Intelligence, Automation, Chatbots

Duration: 137 minutes

This module you're introduced topics, a conversation between a user and an agent, and how to create them.

Units in this learning path:

• Topics Introduction
• Topics Overview
• Topics Create
• Topics Nodes
• Topics Branch
• Topics Manage
• Entities
• Variables
• Topics System
• Topics Voice
• Check
• Summary

Products: Microsoft Copilot Studio, Dynamics Contact Center

Roles: Maker, Functional Consultant, Developer

Level: Beginner, Intermediate

Subjects: Chatbots

Duration: 106 minutes

Learn to plan, design, and build multi-agent solutions in Microsoft Copilot Studio. You'll learn how to evaluate when multi-agent approaches are appropriate, architect solutions using child agents and connected agents, and implement both patterns to create organized, scalable agent systems.

Modules in this learning path:

• Design Multi Agent Solutions Copilot Studio
• Delegate Agent Tasks Child Agents Copilot Studio
• Build Multi Agent Solutions Connected Agents Copilot Studio
• Build Cross Platform Multi Agent Solutions Agent2agent Copilot Studio

Products: Microsoft Copilot Studio

Roles: Maker

Level: Intermediate

Subjects: Artificial Intelligence, Chatbots

Duration: 174 minutes