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Hands-On Generative AI: Applying Your Tabular Data With ChatGPT, GPT-4, and LangChain
Via LinkedIn Learning
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Overview
"Hands-On Generative AI: Applying Your Tabular Data With ChatGPT, GPT-4, and LangChain" is a practical, project-driven course that teaches how to integrate advanced generative AI models with structured tabular data for real-world applications. Designed for data professionals, developers, and AI enthusiasts, this course focuses on leveraging ChatGPT and GPT-4 in combination with LangChain to create intelligent, data-aware applications. You’ll begin by learning the fundamentals of working with tabular datasets—cleaning, transforming, and interpreting structured data using Python and pandas. Then, you’ll explore...
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
Instructor
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