Azure AI for Developers: Using the Azure AI Model Catalog

Course details

This comprehensive course introduces developers to the Azure AI Model Catalog and its applications. Discover the purpose, benefits, and key features of the catalog, along with techniques for accessing and navigating it effectively. Explore various types of models available, including curated non-Microsoft models, exclusive Azure OpenAI models, and open models from Hugging Face. The course also covers reviewing model cards, comparing benchmarks, selecting the right model for specific scenarios, and deploying models using managed compute or serverless APIs. By the end of the course, you’ll be better equipped to leverage the Azure AI Model Catalog for AI development and deployment.

Concepts

Introduction

Effortlessly navigate Azure's AI model catalog
What you should know

Introduction to the Azure AI Model Catalog

Overview of the Azure AI model catalog
Importance and benefits of using the model catalog
Key features and capabilities

Navigating the Model Catalog

Accessing the Azure AI model catalog
Understanding the user interface
Searching and filtering models

Types of Models Available

Curated by Azure AI - Popular non-Microsoft models
Azure OpenAI models - Exclusive models available on Azure
Open models from Hugging Face - Real-time inference models
Industry models from partners

Model Selection and Comparison

Reviewing model cards and sample inferences
Comparing benchmarks across models and datasets
Selecting the right model for your business scenario

Deploying Models

Deployment options - Managed compute vs. serverless APIs
Step-by-step guide to deploying a model
Integrating models into applications

Conclusion

Recap
Additional resources for continued learning