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Develop your own custom copilots with Azure AI Studio
Course Description
Overview
Generative Artificial Intelligence (AI) is becoming more accessible through easy-to-use platforms like Azure AI Studio. Learn how to build generative AI applications like custom copilots that use language models and prompt flow to provide value to your users.Objectives
Prerequisites
- Before starting this module, you should be familiar with fundamental AI concepts and services in Azure. Consider completing the Microsoft Azure AI Fundamentals: AI Overview learning path first.
Topics
- Introduction
- What is Azure AI Studio?
- How does Azure AI Studio work
- When to use Azure AI Studio
- Exercise - Explore Azure AI Studio
- Knowledge check
- Introduction
- Explore the language models in the model catalog
- Deploy a model to an endpoint
- Improve the performance of a language model
- Exercise - Explore, deploy, and chat with language models
- Knowledge check
- Introduction
- Understand the development lifecycle of a large language model (LLM) app
- Understand core components and explore flow types
- Explore connections and runtimes
- Explore variants and monitoring options
- Exercise - Get started with prompt flow
- Knowledge check
- Introduction
- Understand how to ground your language model
- Make your data searchable
- Build a copilot with prompt flow
- Exercise - Create a custom copilot that uses your own data
- Knowledge check
- Introduction
- Understand when to fine-tune a language model
- Prepare your data to fine-tune a chat completion model
- Explore fine-tuning language models in Azure AI Studio
- Exercise - Fine-tune a foundation model
- Knowledge check
- Introduction
- Assess the model performance
- Manually evaluate the performance of a model
- Assess the performance of your custom copilot
- Exercise - Evaluate the performance of your custom copilot
- Knowledge check
- Introduction
- Plan a responsible generative AI solution
- Identify potential harms
- Measure potential harms
- Mitigate potential harms
- Operate a responsible generative AI solution
- Exercise - Explore content filters in Azure AI Studio
- Knowledge check
Related Courses
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