Automation and IDP - Artificial Intelligence Zone

Build well-architected IDP solutions with a custom lens – Part 1: Operational excellence

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

IDP Data Extraction Automation ML

Build well-architected IDP solutions with a custom lens – Part 2: Security

AWS Machine Learning Blog

NOVEMBER 22, 2023

An intelligent document processing (IDP) project usually combines optical character recognition (OCR) and natural language processing (NLP) to read and understand a document and extract specific entities or phrases. This IDP Well-Architected Custom Lens provides you the guidance to tackle the common challenges we see in the field.

IDP

IDP Machine Learning Natural Language Processing ML

Build well-architected IDP solutions with a custom lens – Part 4: Performance efficiency

AWS Machine Learning Blog

NOVEMBER 22, 2023

When a customer has a production-ready intelligent document processing (IDP) workload, we often receive requests for a Well-Architected review. The IDP Well-Architected Custom Lens in the Well-Architected Tool contains questions regarding each of the pillars. This post focuses on the Performance Efficiency pillar of the IDP workload.

IDP

IDP ML Machine Learning Automation

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How To Use AI To Automate Document Processing

Topbots

APRIL 4, 2024

Artificial intelligence (AI) is a game-changer in the automation of these mundane tasks. By leveraging AI, organizations can automate the extraction and interpretation of information from documents to focus more on their core activities. Initially, businesses relied on basic automation tools that could only perform simple tasks.

Automation

Automation IDP NLP Natural Language Processing

Three Ways AI Overcomes Customs Delays

Unite.AI

APRIL 3, 2024

This strategy was adopted by global brewery group Carlsberg, who saved over 140 hours of work per month using intelligent document processing (IDP). By automating the delivery note scanning process, the brewery giant experienced drastic efficiency gains and overcame this logistical challenge with specialized and focused AI strategy.

IDP

IDP Automation AI AI

Build end-to-end document processing pipelines with Amazon Textract IDP CDK Constructs

AWS Machine Learning Blog

MARCH 31, 2023

Intelligent document processing (IDP) with AWS helps automate information extraction from documents of different types and formats, quickly and with high accuracy, without the need for machine learning (ML) skills. This is where IDP on AWS comes in. These challenges are only magnified as teams deal with large document volumes.

IDP

IDP Natural Language Processing Machine Learning Software Engineer

Build a receipt and invoice processing pipeline with Amazon Textract

AWS Machine Learning Blog

MARCH 26, 2024

In this post, we show how to automate the accounts payable process using Amazon Textract for data extraction. We also provide a reference architecture to build an invoice automation pipeline that enables extraction, verification, archival, and intelligent search. Name==`InvoiceProcessorWorkflow-CognitoUserPoolId`].Value'

IDP

IDP Metadata Data Extraction Automation

Enhancing AWS intelligent document processing with generative AI

AWS Machine Learning Blog

AUGUST 3, 2023

AWS intelligent document processing (IDP), with AI services such as Amazon Textract , allows you to take advantage of industry-leading machine learning (ML) technology to quickly and accurately process data from any scanned document or image. In this post, we share how to enhance your IDP solution on AWS with generative AI.

IDP

IDP Generative AI AI AI

Implement smart document search index with Amazon Textract and Amazon OpenSearch

AWS Machine Learning Blog

SEPTEMBER 8, 2023

The implementation used in this post utilizes the Amazon Textract IDP CDK constructs – AWS Cloud Development Kit (CDK) components to define infrastructure for Intelligent Document Processing (IDP) workflows – which allow you to build use case specific customizable IDP workflows. Testing First test using a sample file.

IDP

IDP Automation Python ML

Automate document validation and fraud detection in the mortgage underwriting process using AWS AI services: Part 1

AWS Machine Learning Blog

MAY 24, 2023

In this three-part series, we present a solution that demonstrates how you can automate detecting document tampering and fraud at scale using AWS AI and machine learning (ML) services for a mortgage underwriting use case. Again, the manual consumer lending process has some advantages, such as approving a loan that requires human judgment.

Automation

Automation Computer Vision Data Extraction IDP

Build well-architected IDP solutions with a custom lens – Part 3: Reliability

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.

IDP

IDP Automation Machine Learning ML

Build well-architected IDP solutions with a custom lens – Part 6: Sustainability

AWS Machine Learning Blog

NOVEMBER 22, 2023

An intelligent document processing (IDP) project typically combines optical character recognition (OCR) and natural language processing (NLP) to automatically read and understand documents. Building a production-ready IDP solution in the cloud requires a series of trade-offs between cost, availability, processing speed, and sustainability.

IDP

IDP Data Ingestion Automation Natural Language Processing

MDaudit uses AI to improve revenue outcomes for healthcare customers

AWS Machine Learning Blog

SEPTEMBER 27, 2023

MDaudit recognized that in order to meet its healthcare customers’ unique business challenges, it would benefit from automating its external auditing workflow (EAW) using AI to reduce dependencies on legacy IT frameworks and reduce manual activities needed to manage external payer audits.

IDP

IDP Machine Learning Natural Language Processing Automation

Driving quality assurance through the IBM Ignite Quality Platform

IBM Journey to AI blog

MARCH 22, 2024

However, various challenges arise in the QA domain that affect test case inventory, test case automation and defect volume. Test case automation, while beneficial, can pose challenges in terms of selecting appropriate cases, safeguarding proper maintenance and achieving comprehensive coverage.

Automation

Automation DevOps IDP Software Development

Transform, analyze, and discover insights from unstructured healthcare data using Amazon HealthLake

AWS Machine Learning Blog

MAY 9, 2023

The rapid rate of data generation means that organizations that aren’t investing in document automation risk getting stuck with legacy processes that are manual, slow, error prone, and difficult to scale.

Natural Language Processing

Natural Language Processing IDP NLP Metadata

Access Snowflake data using OAuth-based authentication in Amazon SageMaker Data Wrangler

Flipboard

MARCH 22, 2023

Data Wrangler simplifies the data preparation and feature engineering process, reducing the time it takes from weeks to minutes by providing a single visual interface for data scientists to select and clean data, create features, and automate data preparation in ML workflows without writing any code. Configure Snowflake.

IDP

IDP Data Scientist Categorization Data Quality

Cost-effective document classification using the Amazon Titan Multimodal Embeddings Model

AWS Machine Learning Blog

APRIL 11, 2024

Advances in generative artificial intelligence (AI) have given rise to intelligent document processing (IDP) solutions that can automate the document classification, and create a cost-effective classification layer capable of handling diverse, unstructured enterprise documents.

IDP

IDP Software Engineer Metadata Categorization

Intelligent document processing with Amazon Textract, Amazon Bedrock, and LangChain

AWS Machine Learning Blog

OCTOBER 24, 2023

Document processing has witnessed significant advancements with the advent of Intelligent Document Processing (IDP). With IDP, businesses can transform unstructured data from various document types into structured, actionable insights, dramatically enhancing efficiency and reducing manual efforts.

IDP

IDP LLM Prompt Engineer Prompt Engineering

Intelligent Document Processing with AWS AI Services and Amazon Bedrock

ODSC - Open Data Science

OCTOBER 27, 2023

While the industry has been able to achieve some amount of automation through traditional OCR tools, these methods have proven to be brittle, expensive to maintain, and add to technical debt. The following diagram is how we visualize these IDP phases. It often involves manual labor taking time away from critical activities.

IDP

IDP LLM Large Language Models AI

Dialogue-guided intelligent document processing with foundation models on Amazon SageMaker JumpStart

AWS Machine Learning Blog

MAY 24, 2023

Intelligent document processing (IDP) is a technology that automates the processing of high volumes of unstructured data, including text, images, and videos. Natural language processing (NLP) is one of the recent developments in IDP that has improved accuracy and user experience.

IDP

IDP LLM Automation Generative AI

How the UNDP Independent Evaluation Office is using AWS AI/ML services to enhance the use of evaluation to support progress toward the Sustainable Development Goals

AWS Machine Learning Blog

MARCH 29, 2023

Please refer to TextractAsync , an IDP CDK construct that abstracts the invocation of the Amazon Textract Async API, handling Amazon Simple Notification Service (Amazon SNS) messages and workflow processing to accelerate your development. These metrics are used to measure the quality of text extractions.

ML

ML Metadata Data Ingestion Data Extraction

How to detect and patch a Log4J vulnerability

IBM Journey to AI blog

AUGUST 31, 2023

Because Log4Shell can hide deep in dependency chains, security teams may supplement automated scans with more hands-on methods, like penetration tests. With QRadar EDR, analysts can make quick, informed decisions and use automated alert management to focus on the threats that matter most. Threat hunting.

IDP

IDP Automation Continuous Learning AI

Onboard users to Amazon SageMaker Studio with Active Directory group-specific IAM roles

AWS Machine Learning Blog

JUNE 19, 2023

Sync your AD users and groups and memberships to AWS Identity Center: If you’re using an identity provider (IdP) that supports SCIM, use the SCIM API integration with IAM Identity Center. We provide the following sample Lambda function that you can copy and modify to meet your needs for automating the creation of the Studio user profile.

IDP

IDP ML Automation Machine Learning

Power User Play: All Your AI Tools in One Place

Robot Writers AI

MARCH 24, 2024

” *Apple Mulls iPhone Upgrade: Is that an Automated Writing Device in Your Pocket — Or Are You Just Happy to See Me?: Robot Lawyers’ Promise: Killer Docs, No Drama: VixionX group has rolled-out a new AI copilot for lawyers that helps automate and simplify the creation of legal documents, dubbed Optillus Legal AI.

AI Tools

AI Tools IDP Robotics AI

New – No-code generative AI capabilities now available in Amazon SageMaker Canvas

AWS Machine Learning Blog

OCTOBER 10, 2023

SageMaker Canvas is also accessible using single sign-on or other existing identity providers (IdPs) without having to first access the SageMaker console. He works with enterprise customers to build strategic, well-architected solutions and is passionate about automation.

Generative AI

Generative AI IDP DevOps AI

Artificial Intelligence Zone

Build well-architected IDP solutions with a custom lens – Part 1: Operational excellence

Build well-architected IDP solutions with a custom lens – Part 2: Security

Webinars

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Build well-architected IDP solutions with a custom lens – Part 4: Performance efficiency

Webinars

How To Use AI To Automate Document Processing

Three Ways AI Overcomes Customs Delays

Build end-to-end document processing pipelines with Amazon Textract IDP CDK Constructs

Build a receipt and invoice processing pipeline with Amazon Textract

Enhancing AWS intelligent document processing with generative AI

Implement smart document search index with Amazon Textract and Amazon OpenSearch

Automate document validation and fraud detection in the mortgage underwriting process using AWS AI services: Part 1

Build well-architected IDP solutions with a custom lens – Part 3: Reliability

Build well-architected IDP solutions with a custom lens – Part 6: Sustainability

MDaudit uses AI to improve revenue outcomes for healthcare customers

Driving quality assurance through the IBM Ignite Quality Platform

Transform, analyze, and discover insights from unstructured healthcare data using Amazon HealthLake

Access Snowflake data using OAuth-based authentication in Amazon SageMaker Data Wrangler

Cost-effective document classification using the Amazon Titan Multimodal Embeddings Model

Intelligent document processing with Amazon Textract, Amazon Bedrock, and LangChain

Intelligent Document Processing with AWS AI Services and Amazon Bedrock

Dialogue-guided intelligent document processing with foundation models on Amazon SageMaker JumpStart

How the UNDP Independent Evaluation Office is using AWS AI/ML services to enhance the use of evaluation to support progress toward the Sustainable Development Goals

How to detect and patch a Log4J vulnerability

Onboard users to Amazon SageMaker Studio with Active Directory group-specific IAM roles

Power User Play: All Your AI Tools in One Place

New – No-code generative AI capabilities now available in Amazon SageMaker Canvas

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