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

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

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