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LinkedIn Learning

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

via LinkedIn Learning

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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

Reviews

4.5 rating at LinkedIn Learning based on 124 ratings

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