- Apply safety and ethics within your AI app builds.
- Evaluate a RAG application using the Azure AI Evaluation SDK.
- Select the appropriate model for specific business scenarios.
- Customize speech-to-text models to fit specific needs.
Overview
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This comprehensive learning path is for Azure developers in an enterprise environment looking to build and scale AI products. Focusing on implementation and responsible AI, it includes fundamental coverage of LLMs and AI agents, as well as deep-level coverage of building multi-lingual AI apps, building a RAG solution with Azure tools, creating agents using Azure OpenAI, and leveraging the Azure AI Model Catalog for development and deployment.
Syllabus
Courses under this program:
Course 1: Azure AI for Developers: AI Design Foundations
-Get a comprehensive overview of AI design foundations in this course uniquely targeted at Azure developers.
Course 2: Azure AI for Developers: LLMs and SLMs
-Discover the core skills developers need to know to work with SLMs and LLMs, including how each functions, key distinctions, real-world use cases, and practical applications.
Course 3: Azure AI for Developers: Using the Azure AI Model Catalog
-Learn about the Azure AI Model Catalog and its applications—the purpose, benefits, and key features, along with techniques for accessing and navigating it effectively.
Course 4: Azure AI for Developers: OpenAI Services and Generative AI Models
-Get an introduction to Azure OpenAI services and explore the models available, including chat and completion models, embedding models, and image generation models.
Course 5: Azure for Developers: Retrieval-Augmented Generation (RAG) with Azure AI
-Harness Python with Azure Open AI, Cosmos DB, and AI Search to develop, evaluate, and optimize advanced data retrieval-augmented generation (RAG) solutions.
Course 6: Azure AI for Developers: Content Safety and Responsible AI
-Learn how to use Azure AI Content Safety to build safer, more responsible AI applications.
Course 7: Azure AI for Developers: Azure AI Speech
-Learn about the services, features, and common use cases of Azure AI Speech in this hands-on course for Azure developers.
Course 8: Azure AI for Developers: Building AI Agents
-Get a deep dive into creating AI agents with Azure OpenAI using different frameworks such as the OpenAI Assistants API, Semantic Kernel, and Autogen.
Course 1: Azure AI for Developers: AI Design Foundations
-Get a comprehensive overview of AI design foundations in this course uniquely targeted at Azure developers.
Course 2: Azure AI for Developers: LLMs and SLMs
-Discover the core skills developers need to know to work with SLMs and LLMs, including how each functions, key distinctions, real-world use cases, and practical applications.
Course 3: Azure AI for Developers: Using the Azure AI Model Catalog
-Learn about the Azure AI Model Catalog and its applications—the purpose, benefits, and key features, along with techniques for accessing and navigating it effectively.
Course 4: Azure AI for Developers: OpenAI Services and Generative AI Models
-Get an introduction to Azure OpenAI services and explore the models available, including chat and completion models, embedding models, and image generation models.
Course 5: Azure for Developers: Retrieval-Augmented Generation (RAG) with Azure AI
-Harness Python with Azure Open AI, Cosmos DB, and AI Search to develop, evaluate, and optimize advanced data retrieval-augmented generation (RAG) solutions.
Course 6: Azure AI for Developers: Content Safety and Responsible AI
-Learn how to use Azure AI Content Safety to build safer, more responsible AI applications.
Course 7: Azure AI for Developers: Azure AI Speech
-Learn about the services, features, and common use cases of Azure AI Speech in this hands-on course for Azure developers.
Course 8: Azure AI for Developers: Building AI Agents
-Get a deep dive into creating AI agents with Azure OpenAI using different frameworks such as the OpenAI Assistants API, Semantic Kernel, and Autogen.
Taught by
Marco Casalaina, Sam Nasr, MCSA, MVP, MCT, Sammy Deprez and Ziggy Z.