Chat with Your Data Using ChatGPT

Learn how to create a ChatGPT-powered chatbot using LangChain, with a focus on practical applications in data interaction and conversational AI.

Introduction

• Introduction to ChatGPT and LangChain
• Review the ChatGPT and LangChain project

1. Understanding Document Loading and Splitting

• Set up GitHub Codespaces and LangChain
• Explore LangChain data loaders
• Load different data types
• Implement document splitting

2. Storing Data in a Vector Database

• Generate embeddings
• Persist data to vector stores
• Challenge: Implement a vector store and load data
• Solution: Implement a vector store and load data

3. Retrieving Data from a Vector Database

• Understand semantic search
• Perform semantic search
• Challenge: Conduct semantic searching
• Solution: Conduct semantic searching

4. Implementing Retrieval Augmented Generation (RAG)

• Build prompt chains with retrievers
• Preserve conversation history
• Perform question answering
• Challenge: Chat with your data
• Solution: Chat with your data

Conclusion

• Your ChatGPT and LangChain journey