Most popular programs
Trending now
Master Large Language Model Operations on Azure
Course Highlights:
Ideal for data professionals, AI enthusiasts & Azure users looking to harness cutting-edge language AI capabilities. Gain practical MLOps skills through tailored modules & hands-on projects.
Week 1: Introduction to LLMOps with Azure
\\- Discover pre-trained LLMs in Azure and deploy basic LLM endpoints
\\- Identify strategies for mitigating risks when using LLMs
\\- Explain how large language models work and their potential benefits and risks
\\- Describe the core Azure services and tools for working with AI solutions like Azure ML and the Azure OpenAI Service
****
Week 2: LLMs with Azure
- Use Azure Machine Learning, including GPU quota management, compute resource creation, model deployment, and utilization of the inference API
- Use the Azure OpenAI Service and its playground by deploying models and creating required resources
- Apply your comprehension of keys, endpoints, and Python examples to integrate Azure OpenAI APIs, monitor usage, and ensure proper resource cleanup
****
Week 3: Extending with Functions and Plugins
- Use Semantic Kernel to create advanced, context-aware prompts for large language models
- Define custom functions to extend system capabilities
- Build a microservice for reusable functions to streamline system extensions
- Implement functions using external APIs and microservices to customize model behavior
****
Week 4: Building an End-to-End LLM application in Azure
- Understand architectural patterns like RAG for building LLM applications
- Use Azure AI Search to create search indexes and embeddings to power RAG
- Build GitHub Actions workflows to automate testing and deployment of LLM apps
- Deploy an end-to-end LLM application leveraging RAG, Azure, and GitHub Actions
Who can take this course?
Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.
Who can take this course?
Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.