AWS Machine Learning Blog

NOVEMBER 22, 2023

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. This post focuses on the Operational Excellence pillar of the IDP solution.

IDP 110

IDP Data Extraction Auto-classification Machine Learning 110

AWS Machine Learning Blog

NOVEMBER 22, 2023

The IDP Well-Architected Custom Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build a secure, efficient, and reliable IDP solution on AWS. This post focuses on the Reliability pillar of the IDP solution.

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IDP Automation Machine Learning Natural Language Processing 106

AWS Machine Learning Blog

JUNE 18, 2024

This represents a major opportunity for businesses to optimize this workflow, save time and money, and improve accuracy by modernizing antiquated manual document handling with intelligent document processing (IDP) on AWS. Data summarization using large language models (LLMs).

Automation 121

Automation IDP Generative AI Data Extraction 121

Topbots

APRIL 4, 2024

In the past, Optical Character Recognition (OCR) and Natural Language Processing (NLP) were the main technologies used for document automation. OCR converts images of text into machine-encoded text, while NLP helps the system understand and interpret human language. IDP steps up the game. LLMs are like language wizards.

Automation 59

Automation IDP NLP Natural Language Processing 59

ODSC - Open Data Science

OCTOBER 27, 2023

With Intelligent Document Processing (IDP) leveraging artificial intelligence (AI), the task of extracting data from large amounts of documents with differing types and structures becomes efficient and accurate. The following diagram is how we visualize these IDP phases.

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IDP LLM Large Language Models AI 98

AWS Machine Learning Blog

JUNE 26, 2024

Intelligent document processing (IDP) applies AI/ML techniques to automate data extraction from documents. Using IDP can reduce or eliminate the requirement for time-consuming human reviews. IDP has the power to transform the way capital market back-office operations work.

Automation 113

Automation IDP ML AI 113

AWS Machine Learning Blog

MARCH 29, 2023

The postprocessing component uses bounding box metadata from Amazon Textract for intelligent data extraction. The postprocessing component is capable of extracting data from complex, multi-format, multi-page PDF files with varying headers, footers, footnotes, and multi-column data.

ML 84

ML Metadata Data Ingestion Data Extraction 84