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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

Design a data partitioning strategy

Units in this learning path:

• Introduction
• Denormalize Data Your Model
• Manage Referential Integrity by Using Change Feed
• Combine Multiple Entities Same Container
• Denormalize Aggregates Same Container
• Finalize Data Model
• Exercise Advanced Modeling Patterns
• Knowledge Check
• Summary

Products: Azure, Azure Cosmos Db

Roles: Developer

Level: Intermediate

Subjects: Data Engineering

Duration: 51 minutes

Azure Architect's design and recommend non-relational data storage solutions.

Units in this learning path:

• Introduction
• Design for
• Design for Azure Storage Accounts
• Design for Data Redundancy
• Design for Azure Blob Storage
• Design for Azure Files
• Design for Azure Disk Solutions
• Design for Storage Security
• Knowledge Check
• Summary Resources

Products: Azure Blob Storage, Azure Disk Storage, Azure Storage, Azure Storage Accounts

Roles: Solution Architect

Level: Advanced

Subjects: Storage

Duration: 56 minutes

Azure Architects design and recommend relational data storage solutions.

Units in this learning path:

• Introduction
• Design for Azure SQL Database
• Design for Azure SQL Managed Instance
• Design for SQL Server Azure Vm
• Recommend Database Scalability
• Design for Azure Table Storage
• Design Encryption for Data at Rest Data Transmission Data Use
• Design for Azure Cosmos Db
• Knowledge Check
• Summary Resources

Products: Azure Cosmos Db, Azure SQL Database, Azure SQL Managed Instance, Azure SQL Virtual Machines, Azure Sqlserver Vm, Azure Table Storage, SQL Server

Roles: Solution Architect

Level: Advanced

Subjects: Storage

Duration: 55 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

Use Microsoft Copilot generative AI capabilities to ideate, research, and generate content. Use tips and techniques to write good prompts. Apply format and tone. AI-3024

Modules in this learning path:

• Design Dream Destination AI Copilot

Products: Ms Copilot

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

Level: Beginner

Duration: 53 minutes

Improve your observability practices by defining a health model for mission-critical applications. A health model helps you quickly identify and troubleshoot issues that might affect the health of your mission-critical solution.

Units in this learning path:

• Introduction
• What Is Health Modeling
• Exercise Layered Model
• Health States
• Exercise Define Health States Metrics Threshold
• Set Up Queries and Visualize
• Summary

Products: Azure

Roles: Administrator, Solution Architect, Support Engineer, Devops Engineer, Network Engineer, Security Engineer

Level: Advanced

Subjects: Site Reliability Engineering, Architecture, Solution Design, Data Visualization, It Management Monitoring

Duration: 54 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: 127 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

Design multi-domain and multi-forest AD DS structures, including trusts, delegation, global catalog placement, advanced replication, capacity planning, and RODC branch deployments.

Units in this learning path:

• Introduction
• Decide Multi Domain Multi Forest Structure
• Design Domain Trees Directory Partitions
• Design Delegation Policy Schema Governance
• Design Trusts Cross Forest Name Resolution
• Plan Global Catalog Authentication Paths
• Plan Advanced Replication Capacity
• Design Branch Deployments
• Knowledge Check
• Summary

Products: Windows Server

Roles: Administrator, Identity Access Admin

Level: Advanced

Duration: 80 minutes

This module demonstrates how Viva Glint helps organizations design a people-centric measurement strategy through our validated taxonomy of measures and robust benchmarks.

Units in this learning path:

• How Measure What Matters
• What Viva Glint People Success Taxonomy
• What Viva Glint Benchmarks
• Knowledge Check
• Summary

Products: Viva, M365, Viva Glint

Roles: Administrator

Level: Beginner

Subjects: Employee Engagement, Business Applications

Duration: 31 minutes