GenAI Workshop – Upskill your search with AI

This workshop is designed to help you understand how to use AI to improve search relevance while Prompt Flow is a tool that helps you build high-quality LLM apps – from prototyping, testing to production deployment and monitoring. The workshop also covers inner loop details regarding environment setup, minimum viable infrastructure, and best practices for building AI-powered search experiences.

You can continue with the workshop by following each section or jump to the section you are interested as implemented and working code. The workshop is divided into the following sections:

Part 1: Programming Environment Setup

This section will guide you through the setup of the python development environment using VSCode and Jupyter notebooks. The section also covers following topics:

Overview of Python 3 versions and featured offered
Setting up Python 3.9+ environment using virtual environments
Setting up Jupyter notebooks
VSCode extensions for Python development

Part 2: Azure Infrastructure Setup

This section will guide you through the setup of the Azure resources for the code samples and the workshop. The infrastructure setup can be seen as minimum viable infrastructure required for adding AI to your application. The section also covers following topics:

Setting up Azure CLI and Azure Developer CLI
Azure AI Services Overview
Deploying Azure resources using Azure Developer CLI

Part 3: Developing RAG Pattern using Azure AI Search on Jupyter Notebooks

This section will guide you through the process of developing RAG patterns using Azure AI Search on Jupyter Notebooks. The section also covers following topics:

Environment setup for Jupyter notebooks
Dependencies and packages required for developing RAG patterns
Connecting to Azure
Creating Embeddings for RAG patterns
Indexing Embeddings
Performing Vector Search
Creating Chat Completion

Part 4: Building LLM Apps using Prompt Flow

This section will guide you through the basic concepts of Prompt Flow. The section also covers creating and running a simple ChatGPT application:

Setting up Prompt Flow
Hello world chat
Using AI Studio

Full source code and docs can be found at:

https://github.com/macromania/gen-ai-inner-loop-workshop

Mahmut Canga