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.

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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.

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AWS Machine Learning Blog

JUNE 18, 2024

Despite the availability of technology that can digitize and automate document workflows through intelligent automation, businesses still mostly rely on labor-intensive manual document processing. Intelligent automation presents a chance to revolutionize document workflows across sectors through digitization and process optimization.

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AWS Machine Learning Blog

JANUARY 13, 2025

This is where intelligent document processing (IDP), coupled with the power of generative AI , emerges as a game-changing solution. Enhancing the capabilities of IDP is the integration of generative AI, which harnesses large language models (LLMs) and generative techniques to understand and generate human-like text.

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IDP Generative AI Prompt Engineer Prompt Engineering 111

Unite.AI

OCTOBER 30, 2024

Platform engineering focuses on designing, developing, and optimizing Internal Developers Platforms (IDPs). IDPs work as an added layer and bridge the gap between developers and underlying infrastructure. Adopting an IDP enables workflow standardizations, self-services in software development, and improved observability in development.

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Software Development IDP Automation Software Engineer 130

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.

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IDP Natural Language Processing Machine Learning Software Engineer 91

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.

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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.

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Automation IDP ML AI 118

AWS Machine Learning Blog

JULY 30, 2024

With administrative APIs you can automate creating Q Business applications, set up data source connectors, build custom document enrichment, and configure guardrails. Consider a client-server application that uses an external identity provider (IdP) to authenticate a user to provide access to an AWS resource that’s private to the user.

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IDP Automation Auto-complete Generative AI 132

Unite.AI

JANUARY 29, 2025

Dr. Sood is interested in Artificial Intelligence (AI), cloud security, malware automation and analysis, application security, and secure software design. As AI technologies emerged, I saw their immense potential for transforming cybersecurityfrom automating threat detection to predictive analytics.

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AI Strategy Automation AI AI 130

IBM Journey to AI blog

MAY 8, 2024

Identity orchestration takes the burden off your administrators by quickly and easily automating processes at scale. Orchestration allows more intelligent decision-making and simplifies everything from onboarding to offboarding and enables you to build consistent security policies.

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IDP Automation 258

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.

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IDP Data Scientist Categorization Data Quality 123

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.

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IDP Software Engineer Metadata Categorization 134

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'

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IDP Metadata Data Extraction DevOps 123

AWS Machine Learning Blog

OCTOBER 17, 2024

This automation and use of machine learning from clinician-patient interactions with Amazon HealthScribe and Amazon Q can help improve patient outcomes by enhancing communication, leading to more personalized care for patients and increased efficiency for clinicians. compliant identity provider (IdP).

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Machine Learning Generative AI IDP Chatbots 114

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.

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IDP Automation Python ML 133

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.

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Automation IDP NLP Natural Language Processing 59

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.

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IDP LLM Prompt Engineer Prompt Engineering 139

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.

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IDP Generative AI AI AI 97

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.

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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.

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AWS Machine Learning Blog

JUNE 12, 2024

This solution uses an Amazon Cognito user pool as an OAuth-compatible identity provider (IdP), which is required in order to exchange a token with AWS IAM Identity Center and later on interact with the Amazon Q Business APIs. If you already have an OAuth-compatible IdP, you can use it instead of setting an Amazon Cognito user pool.

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IDP Artificial Intelligence Big Data Artificial Intelligence 138

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.

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IDP LLM Automation Generative AI 97

AWS Machine Learning Blog

FEBRUARY 21, 2025

Generative AI is revolutionizing enterprise automation, enabling AI systems to understand context, make decisions, and act independently. At AWS, were using the power of models in Amazon Bedrock to drive automation of complex processes that have traditionally been challenging to streamline. with the guardrail ID you created in Step 3.

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Categorization IDP Generative AI Automation 91

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.

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IDP Machine Learning Natural Language Processing Automation 123

AWS Machine Learning Blog

JULY 25, 2024

Automate workflows and tasks – Amazon Q can be configured to complete routine tasks and queries (such as generating status reports, answering FAQs, or requesting information) by interacting with the relevant SharePoint data and applications. This is an automated process that takes in the inputs and configures the required permissions.

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IDP Metadata Generative AI Software Development 116

AWS Machine Learning Blog

JULY 17, 2024

AWS Support provides you with proactive planning and communications, advisory, automation, and cloud expertise to help you achieve business outcomes with increased speed and scale in the cloud. compliant identity provider (IdP) configured in the same AWS Region as your Amazon Q Business application.

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IDP Automation Data Ingestion Generative AI 126

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.

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IDP ML Automation Machine Learning 97

AWS Machine Learning Blog

DECEMBER 18, 2024

When you use identity federation, you can manage users with your enterprise identity provider (IdP) and use IAM to authenticate users when they sign in to Amazon Q Business. This is the recommended method for managing human access to AWS resources and the method used for the purpose of this blog.

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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.

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Natural Language Processing IDP NLP Metadata 98

Pickl AI

SEPTEMBER 17, 2024

Summary : AI is transforming the cybersecurity landscape by enabling advanced threat detection, automating security processes, and adapting to new threats. How AI is Revolutionising Cybersecurity AI is transforming the cybersecurity landscape by automating time-consuming tasks, enhancing threat detection, and enabling faster response times.

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Machine Learning IDP Algorithm AI 52

AWS Machine Learning Blog

JUNE 12, 2024

By using the advanced natural language processing (NLP) capabilities of Anthropic Claude 3 Haiku, our intelligent document processing (IDP) solution can extract valuable data directly from images, eliminating the need for complex postprocessing.

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IDP NLP Natural Language Processing Generative AI 131

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.

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ML Metadata Data Ingestion Data Extraction 96

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.

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IDP Automation AI AI 130

AWS Machine Learning Blog

NOVEMBER 13, 2024

The global intelligent document processing (IDP) market size was valued at $1,285 million in 2022 and is projected to reach $7,874 million by 2028 ( source ). By following these steps, you can efficiently process, review, and store documents using a fully automated AWS Cloud-based pipeline.

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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.

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Automation Computer Vision Data Extraction IDP 95

Unite.AI

OCTOBER 18, 2024

Internal Developer Platforms (IDPs) are tools that help organizations optimize their development processes. Qovery Qovery stands out as a powerful DevOps Automation Platform that aims to streamline the development process and reduce the need for extensive DevOps hiring.

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IDP DevOps Automation Software Development 162