Azure OpenAI: Advanced Topics

Course details

In this course, instructor Rodrigo Diaz Concha helps Azure developers and architects advance their skills with Azure OpenAI. From monitoring and securing OpenAI services to creating custom models and integrating with other Azure services and resources, develop the skills you need to implement Azure OpenAI Service into your software solutions.

Learning objectives
Identify how to use monitoring tools in Azure for your Azure OpenAI Service resources.
Apply security principles to your Azure OpenAI Service resources.
Determine how to create a custom model using fine tuning techniques.
Explain how to use different Azure services together with your Azure OpenAI Service resources.

Skills covered

Azure OpenAIArtificial Intelligence for DesignCloud AdministrationAI Productivity ToolsGenerative AIArtificial Intelligence FoundationsVideoAzurePhotographyGraphic DesignCloud PlatformsArtificial Intelligence (AI)Animation and IllustrationCloud ComputingBusiness Software and ToolsMicrosoftDeep Dive (X:Y)

Concepts

0. Introduction

01 - Diving into the Azure OpenAI Service
02 - Skill and system prerequisites

1. Monitoring Azure OpenAI Service

03 - Configuring and querying logs
04 - Identifying resource behavior by using metrics
05 - Getting the most out of alerts
06 - Metrics in the Azure OpenAI Studio
07 - Risks and safety monitoring for deployed models

2. Securing Azure OpenAI Service

08 - Role-based access control in the Azure OpenAI Service
09 - Using Microsoft Entra ID
10 - Using managed identities
11 - Using private endpoints and VNets
12 - Using Azure Key Vault

3. Integrating with Azure Services and Resources

13 - Invoking Azure OpenAI Service from Azure Functions
14 - Calling Azure Logic Apps as functions using the Assistants API
15 - Load balancing with Azure API Management

4. Creating a Custom Model Through Fine-Tuning

16 - Preparing the data for fine-tuning
17 - Creating a custom model through fine-tuning
18 - Deploying and testing the custom model

Conclusion

19 - Resources for learning more about Azure OpenAI