Explore digital courses

machine learning operations, MLOps, model deployment, online endpoint

Units in this learning path:

• Introduction
• Understand Business Problem
• Explore Solution Architecture
• Model Deployment
• Exercise
• Knowledge Check
• Summary

Products: Azure Machine Learning, Github

Roles: Data Scientist, Devops Engineer

Level: Intermediate

Subjects: Artificial Intelligence, Devops, Machine Learning

Duration: 34 minutes

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 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: AI Services, 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

Evaluate how Microsoft Designer and Copilot support creative planning, storyboarding, and script writing tasks for music video preproduction.

Units in this learning path:

• Introduction
• Production
• Use Microsoft Designer Copilot Storyboard
• Leverage Copilot
• Knowledge Check
• Exercise
• Summary

Products: Ms Copilot

Roles: Student, Maker, K 12 Educator

Level: Beginner

Subjects: Artificial Intelligence

Duration: 62 minutes

Detect objects in images

Units in this learning path:

• Introduction
• Understand Object Detection
• Train Object Detector
• Use Trained Detector
• Exercise Custom Vision
• Knowledge Check
• Summary

Products: AI Services, Azure Custom Vision

Roles: AI Engineer, Developer

Level: Intermediate

Subjects: Artificial Intelligence

Duration: 65 minutes

Learn the basics of AI Builder Object detection and how it can benefit your organization.

Units in this learning path:

• 1 Introduction
• 2 Create Model
• 3 Use Model
• 4 Check
• 5 Summary

Products: AI Builder, Power Platform, Power Automate

Roles: Business User, Maker

Level: Beginner

Subjects: Artificial Intelligence, Business Applications

Duration: 25 minutes

Detect, analyze, and recognize faces

Units in this learning path:

• Introduction
• Understand Capabilities of Face Service
• Detect Analyze Faces
• Compare Match Detected Faces
• Understand Considerations for Face Analysis
• Exercise Identify Faces
• Knowledge Check
• Summary

Products: Azure Computer Vision, Azure Face, Azure AI Foundry

Roles: AI Engineer, Developer

Level: Intermediate

Subjects: Artificial Intelligence

Duration: 54 minutes