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aoai-workshop's Introduction

OpenAI workshop

⚡ Build OpenAI applications to search your own data ⚡
This agenda covers a range of topics, from the basics of LLMs and GPT to more advanced topics like prompt engineering and embeddings. The labs provide hands-on experience with OpenAI, including connecting to the platform, creating prompts, and working with embeddings. The final lab even allows participants to ask SQL database questions in English, demonstrating the power of OpenAI in natural language processing.

Agenda

Overview
• Presentation - Introduction to Azure OpenAI
Deep dive
• Presentation - LLMs, Prompts, RAG, Embeddings, Vector Databases
Code samples walkthrough
• Lab #1 - Connect to OpenAI and ask questions
• Lab #2 - Create prompts for summarization, json, tabular answer
• Lab #3 - Ask your SQL DB questions in English
• Lab #4 - Create embeddings with Faiss and Langchain
• Lab #5 - Retrieval Augmented Generation in Azure
• Lab #6 - Speech recognition + OpenAI
• Lab #7 - Computer vision + OpenAI
• Lab #8 - Dall-e image generation

This is a forked version from the OpenAI workshop created by: Denise Schlesinger, Limor Levi and Vlad Feigin

Requirements

aoai-workshop's People

Contributors

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aoai-workshop's Issues

Correct issues in Lab 3 and 5

Issues

Lab 3: api_key needs to be added to the initialization of the llm.

Lab 5: correct mention of env variables for index, search api key and gpt model name

Not all resources created

I'm following the instructions outlined in the "Requirements" section, and after creating my Azure account, I uploaded the two files, createAll.ps1 and deployAll.bicep. Subsequently, I executed the script ./createAll.ps1, but encountered errors in the shell:

Error: Code=SpecialFeatureOrQuotaIdRequired; Message=The subscription does not have QuotaId/Feature required by SKU 'S0' from kind 'OpenAI' or contains blocked QuotaId/Feature.

Currently, I can only see the following resources created:
image

I'm uncertain whether my current Azure subscription, which is the free temporary subscription, meets the requirements for the services I'm trying to use.

Is there any additional information needed to resolve this error, or any steps I should take to ensure the successful deployment of the resources? Thank you so much for your help.

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