Unleash the potential of generative AI in Azure API Management
Learn how to leverage Azure API Management to deploy generative AI apps with OpenAI
IT and Software ,Cloud Computing,
Lectures -16
Duration -1.5 hours
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Course Description
Welcome to Unleash the potential of generative AI features in Azure API Management! This course is intended for developers, engineers, cloud solution architects, AI practitioners, and IT security professionals eager to integrate advanced AI capabilities into their enterprise applications using Azure API Management.
In this course, you will learn and implement Large Language Models like OpenAI in Azure. We will begin with an introduction to the key features and capabilities of Generative AI in the Azure ecosystem. From there, you will learn advanced API Management techniques, including load balancing, authentication, semantic caching, logging, metrics, token throttling, and retry and circuit breaker patterns.
Security will be the first priority in this course. You will learn the use of private endpoints for securing your API endpoints and implementing strong protection on your enterprise applications. Our hand-on modules will walk you through practical implementations, thus giving you the skills and confidence to apply them all in real-world scenarios.
You will gain a good understanding by the end of this course to optimize and secure LLM models using Azure API Management, equipped with the best practices in enterprise integration for the full benefit of Generative AI to drive innovation and efficiency in your organization.
Join us now to change the way you manage and secure AI applications in the cloud. Enroll today to take the first step to mastering API management for Generative AI in Azure!
Goals
Understanding Connections:
Know how to connect API Management to Azure OpenAI.
Use tools such as the portal, CLI, and Terraform to make the connection.
Thoroughly test connections using Python Jupyter Notebook.
Load Balancing Strategies:
Understand load balancing in-depth for Large Language Models (LLMs).
Set up load balancing in API Management.
Test the load balancing setup with Python scripts.
Token Limit Policies:
Know about Token Limit policies in API Management.
These can be implemented to govern API usage.
Test the policies to check whether they meet the limits required.
Semantic Caching Insights:
Learn about Semantic Caching and its significance for LLM models in terms of API Management.
Implement Semantic Caching correctly.
Test and validate configurations involving Semantic Caching both through the APIM portal and the Python notebook.
Increased Security through Private Endpoints:
Learn how private endpoints help in secure API Management.
Set up private endpoints to increase security.
Testing and verifying the configurations for private endpoints
Azure Monitor - Token Metrics:
Awareness on token metrics in API Management.
Configuring Azure Monitor for monitoring token metrics
Interpreting and analyzing the token metrics for optimal use of APIs.
Prerequisites
1) Basic understanding of REST API
2) Basic understanding of Microsoft Azure
3) Basic understanding of Terraform
4) Basic understanding of Python code

Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction to Generative AI features in Azure API Management
1 Lectures
-
Introduction 14:54 14:54
Connecting API Management to Azure OpenAI
6 Lectures

Load Balancing for LLMs in API Management
3 Lectures

Token Limit Policy in API Management
2 Lectures

Semantic Caching for LLMs in API Management
4 Lectures

Instructor Details

Houssem Dellai
Cloud Solution Architect at MicrosoftHoussem Dellai is a Cloud Solution Architect at Microsoft and a former five-time Microsoft Most Valuable Professional (MVP) honoree. His expertise spans Docker, Kubernetes, DevOps, Terraform, Xamarin, ASP.NET, and Azure—topics you may have encountered on his YouTube channel or through his insightful articles on Microsoft Blog, Medium, and CodeProject.
A sought-after conference speaker and Microsoft Certified Trainer (MCT), Houssem has empowered thousands of students and developers worldwide. Renowned for demystifying complex concepts, he excels at guiding beginners through the intricate landscape of cutting-edge technologies.
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