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Knowledge-Augmented Chatbot with Lang Chain & Azure AI Search

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04 Labs

This track consists of 4 labs, designed to be completed in a single session without interruption. Once you launch the track, you'll have a total of 2 hours to complete all the labs. Please note that the track will remain available for 30 days after you redeem the voucher code. You’ll get two attempts to complete all the labs during this period. All labs, regardless of whether they have been provisioned, launched, or not, will be permanently deleted from the CloudLabs portal after 30 days. Please plan your activities accordingly.

About Course

In this lab, you will build a knowledge-augmented chatbot that combines Azure AI Search with a powerful language model using LangChain. You will ingest sample documents and images, index them using Azure AI Search (with built-in OCR for images), and create a retrieval-augmented generation (RAG) chatbot that responds to user queries using this indexed data. You’ll build LangChain tools and chains to query your index, assemble an agent with memory and observability, and finally run the chatbot locally using Streamlit to test multi-turn interactions.

Hands-on Labs Covered

  • Content Ingestion & Index Creation
  • LangChain Tools & Retrieval Chain
  • Agent Assembly & Memory
  • Deployment as an Azure Function

Audience

  • AI Developer
  • Software Engineer
  • Data Scientist

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