Offered By: IBMSkillsNetwork
Summarize Your Private Data with LLMs & Generative AI
Learn how to use generative AI (LLMs) to help you understand and generate the most important information from a large corpus of text. This could be used to help summarize a large document, or to help you find specifically what you want from large corpus of text (e.g. "How much did Company X charge us in Q2 for job Y?"). In this Guided Project we will create a chatbot that allows you to upload a PDF file, then subsequently ask questions to the chatbot about the contents of the PDF.
Continue readingGuided Project
Artificial Intelligence
337 EnrolledAt a Glance
Learn how to use generative AI (LLMs) to help you understand and generate the most important information from a large corpus of text. This could be used to help summarize a large document, or to help you find specifically what you want from large corpus of text (e.g. "How much did Company X charge us in Q2 for job Y?"). In this Guided Project we will create a chatbot that allows you to upload a PDF file, then subsequently ask questions to the chatbot about the contents of the PDF.
A Look at the Project Ahead
- Grasp the Basics of Generative AI: Delve deep into how LLMs work, their underlying principles, and why they're transformative in information extraction and generation.
- Learn Automated Document Summarization: Equip yourself with the skills to generate concise summaries from extensive documents, retaining only the essential information, all with the help of LLMs.
- Harness the Power of llama2: Understand the basic of the llama2 LLM and how it can be used with vector store databases and the langchain framework to extract specific data points from large texts, be it business documents, academic papers, or any other vast corpus.
What You'll Need
Estimated Effort
1 Hour
Level
Beginner
Skills You Will Learn
Artificial Intelligence, Generative AI, LLM, watsonx
Language
English
Course Code
GPXX0DTPEN