Hands-On Generative AI: Applying Your Tabular Data With ChatGPT, GPT-4, and LangChain

Offered By: LinkedIn Learning

Tags

ChatGPT Courses LangChain Courses GPT-4 Courses Generative AI Courses Embeddings Courses OpenAI Courses Retrieval Augmented Generation Courses

Course Description

Overview

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Learn about the knowledge and skills to harness the potential of ChatGPT and other OpenAI models on tabular data.

Syllabus

Introduction

Talk to your data using GPT models and LangChain
Introduction to course materials

1. Data Preparation with LangChain

Set up the development environment
Load data into LangChain
Split documents into smaller chunks
Vectorstores and embedding
Retrieve relevant chunks

2. NLP Use Cases Using LangChain and GPT

RAG for question answering
Custom prompt template
Entity detection and recognition
Output in structured data
Sentiment analysis
Text summarization with a focus

3. Async to Speed Up on Large Dataset

Async to speed up the run

Conclusion

Thank you

Taught by

Alina Zhang

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