Offered By: IBMSkillsNetwork
Summarize private documents using RAG, LangChain, and LLMs
Leveraging IBM watsonx.ai, LangChain, and RAG to enable LLMs retrieving information from your own private document. Learn to split, embed, and summarize vast texts with advanced LLMs, crafting a smart agent that not only retrieves and condenses information but also remembers your interactions. Ideal for those looking to revolutionize data handling, this tutorial offers hands-on experience in AI-driven document management, setting a new standard in efficiency.
Continue readingGuided Project
Artificial Intelligence
2.1k+ EnrolledAt a Glance
Leveraging IBM watsonx.ai, LangChain, and RAG to enable LLMs retrieving information from your own private document. Learn to split, embed, and summarize vast texts with advanced LLMs, crafting a smart agent that not only retrieves and condenses information but also remembers your interactions. Ideal for those looking to revolutionize data handling, this tutorial offers hands-on experience in AI-driven document management, setting a new standard in efficiency.
What You Will Learn and Achieve:
- Master Document Processing Techniques: Learn to split and embed documents in formats that LLMs can efficiently process, making large volumes of text easily manageable.
- Utilize Advanced LLMs: Gain hands-on experience with IBM's watsonx.ai, choosing the best LLMs for your document processing needs to achieve high-quality outcomes.
- Customize Information Retrieval: Implement various retrieval chains from LangChain, adapting your document retrieval process for different purposes, and enhancing the precision of information extraction using promote template.
- Build a Smart Agent: Develop an agent that integrates LLMs, LangChain, and RAG technologies for an interactive experience, making conversation has memory, capable of efficiently retrieving and summarizing documents based on user queries.
What You'll Need
Certificate
No Certificate Offered
Estimated Effort
45 Minutes
Level
Beginner
Industries
Skills You Will Learn
Artificial Intelligence, Generative AI, LangChain, LLM, NLP, RAG
Language
English
Course Code
GPXX0FVDEN