Chat with Your Data Using ChatGPT

Offered By: LinkedIn Learning

Tags

ChatGPT Courses Prompt Engineering Courses LangChain Courses Vector Databases Courses Embeddings Courses Semantic Search Courses Conversational AI Courses Retrieval Augmented Generation Courses

Course Description

Overview

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

Syllabus

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

Taught by

Kesha Williams

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