Categorization, Data Extraction, NLP and Prompt Engineering

Information extraction with LLMs using Amazon SageMaker JumpStart

AWS Machine Learning Blog

MAY 7, 2024

This post walks through examples of building information extraction use cases by combining LLMs with prompt engineering and frameworks such as LangChain. We also examine the uplift from fine-tuning an LLM for a specific extractive task. In this example, you explicitly set the instance type to ml.g5.48xlarge.

Prompt Engineer

Prompt Engineer Prompt Engineering Large Language Models LLM

Intelligent Document Processing with AWS AI Services and Amazon Bedrock

ODSC - Open Data Science

OCTOBER 27, 2023

The core idea behind this phase is automating the categorization or classification using AI. We use Amazon Textract’s document extraction abilities with LangChain to get the text from the document and then use prompt engineering to identify the possible document category.

IDP

IDP LLM Large Language Models AI

Artificial Intelligence Zone

Information extraction with LLMs using Amazon SageMaker JumpStart

Intelligent Document Processing with AWS AI Services and Amazon Bedrock

Webinars

Stay Connected