AWS Machine Learning Blog

JUNE 26, 2024

Capital markets operation teams face numerous challenges throughout the post-trade lifecycle, including delays in trade settlements, booking errors, and inaccurate regulatory reporting. Intelligent document processing (IDP) applies AI/ML techniques to automate data extraction from documents.

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

AWS Machine Learning Blog

NOVEMBER 22, 2023

An IDP pipeline usually combines optical character recognition (OCR) and natural language processing (NLP) to read and understand a document and extract specific terms or words. It is crucial to pursue a metrics-driven strategy that emphasizes the quality of data extraction at the field level, particularly for high-impact fields.

IDP 110

IDP Data Extraction Auto-classification Machine Learning 110

AWS Machine Learning Blog

NOVEMBER 22, 2023

An IDP project usually combines optical character recognition (OCR) and natural language processing (NLP) to read and understand a document and extract specific terms or words. She focuses on NLP-specific workloads, and shares her experience as a conference speaker and a book author.

IDP 106

IDP Automation Machine Learning Natural Language Processing 106

Snorkel AI

OCTOBER 17, 2023

What are the key advantages that it offers for financial NLP tasks? Gideon Mann: To your point about data-centric AI and the commoditization of LLMs, when I look at what’s come out of open-source and academia, and the people working on LLMs, there has been amazing progress in making these models easier to use and train.

Large Language Models 52

Large Language Models NLP Prompt Engineer Prompt Engineering 52

Snorkel AI

OCTOBER 17, 2023

What are the key advantages that it offers for financial NLP tasks? Gideon Mann: To your point about data-centric AI and the commoditization of LLMs, when I look at what’s come out of open-source and academia, and the people working on LLMs, there has been amazing progress in making these models easier to use and train.

Large Language Models 64

Large Language Models NLP Prompt Engineer Prompt Engineering 64

Snorkel AI

OCTOBER 17, 2023

What are the key advantages that it offers for financial NLP tasks? Gideon Mann: To your point about data-centric AI and the commoditization of LLMs, when I look at what’s come out of open-source and academia, and the people working on LLMs, there has been amazing progress in making these models easier to use and train.

Large Language Models 59

Large Language Models NLP Prompt Engineer Prompt Engineering 59

Viso.ai

APRIL 24, 2023

Downstream tasks of OCR include Natural Language Processing (NLP) to not only read but also analyze and understand the meaning of text and speech. The majority of airports and mobile travel apps use machine learning OCR technology for automated data extraction in security and documentation applications.

Computer Vision 52

Computer Vision Algorithm Auto-complete Machine Learning 52

AWS Machine Learning Blog

OCTOBER 23, 2024

IDP on quarterly reports A leading pharmaceutical data provider empowered their analysts by using Agent Creator and AutoIDP to automate data extraction on pharmaceutical drugs. He focuses on Deep learning including NLP and Computer Vision domains. He is the author of the upcoming book “What’s Your Problem?”

Generative AI 81

Generative AI IDP LLM Automation 81

AWS Machine Learning Blog

NOVEMBER 18, 2024

MSD collaborated with AWS Generative Innovation Center (GenAIIC) to implement a powerful text-to-SQL generative AI solution that streamlines data extraction from complex healthcare databases. MSD employs numerous analysts and data scientists who analyze databases for valuable insights.

LLM 100

LLM Generative AI Data Science Data Scientist 100