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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IDP Machine Learning Natural Language Processing ML 113

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.

Automation 122

Automation IDP Generative AI Data Extraction 122

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.

IDP 110

IDP Generative AI Prompt Engineering Prompt Engineer 110

Unite.AI

JANUARY 29, 2025

is the VP of Security Engineering and AI Strategy at Aryaka. Dr. Sood is interested in Artificial Intelligence (AI), cloud security, malware automation and analysis, application security, and secure software design. Can you tell us more about your journey in cybersecurity and AI and how it led you to your current role at Aryaka?

AI Strategy 130

AI Strategy Automation AI AI 130

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.

Software Development 130

Software Development IDP Automation Software Engineer 130

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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Automation DevOps IDP Software Development 241

AWS Machine Learning Blog

JUNE 26, 2024

Artificial intelligence and machine learning (AI/ML) technologies can assist capital market organizations overcome these challenges. 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.

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Automation IDP ML AI 117

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. For more information, refer to Intelligent document processing with AWS AI services: Part 1.

IDP 90

IDP Natural Language Processing Machine Learning Software Engineer 90

AWS Machine Learning Blog

JULY 30, 2024

Amazon Q Business is a fully managed, permission aware generative artificial intelligence (AI)-powered assistant built with enterprise grade security and privacy features. Amazon Q Business comes with rich API support to perform administrative tasks or to build an AI-assistant with customized user experience for your enterprise.

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IDP Automation Auto-complete Generative AI 131

AWS Machine Learning Blog

OCTOBER 17, 2024

With the advent of generative AI and machine learning, new opportunities for enhancement became available for different industries and processes. AWS HealthScribe combines speech recognition and generative AI trained specifically for healthcare documentation to accelerate clinical documentation and enhance the consultation experience.

Machine Learning 113

Machine Learning Generative AI IDP Chatbots 113

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.

IDP 258

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

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. Generative AI is driven by large ML models called foundation models (FMs).

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IDP Generative AI AI AI 97

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 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. Every day, countless hours are spent on sorting, filing, and searching for documents.

Automation 59

Automation IDP NLP Natural Language Processing 59

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. He is focused on building AI/ML-based products for AWS customers.

IDP 122

IDP Metadata Data Extraction DevOps 122

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 Engineering Prompt Engineer 138

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 132

IDP Automation Python ML 132

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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IDP LLM Large Language Models Data Science 98

AWS Machine Learning Blog

FEBRUARY 21, 2025

Generative AI is revolutionizing enterprise automation, enabling AI systems to understand context, make decisions, and act independently. Generative AI foundation models (FMs), with their ability to understand context and make decisions, are becoming powerful partners in solving sophisticated business problems.

Categorization 89

Categorization IDP Generative AI Automation 89

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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IDP Automation Continuous Learning AI 226

AWS Machine Learning Blog

SEPTEMBER 27, 2023

Working with the top 60+ US healthcare networks, MDaudit needs to be able to scale its artificial intelligence (AI) capabilities to improve end-user productivity to meet growing demand and adapt to the changing healthcare landscape. Solution overview MDaudit built an intelligent document processing (IDP) solution, SmartScan.ai.

IDP 122

IDP Machine Learning Natural Language Processing Automation 122

AWS Machine Learning Blog

JUNE 12, 2024

Amazon Q is a new generative artificial intelligence (AI)-powered assistant designed for work that can be tailored to your business. For more information, see Amazon Q Business, now generally available, helps boost workforce productivity with generative AI. This post demonstrates how to build a custom UI for Amazon Q Business.

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IDP Artificial Intelligence Big Data Artificial Intelligence 137

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 96

AWS Machine Learning Blog

JULY 25, 2024

Amazon Q Business is a fully managed, generative artificial intelligence (AI)-powered assistant that helps enterprises unlock the value of their data and knowledge. This allows you to create your generative AI solution with minimal configuration. For a full list of Amazon Q supported data source connectors, see Supported connectors.

IDP 114

IDP Metadata Generative AI Software Development 114

AWS Machine Learning Blog

DECEMBER 18, 2024

Many enterprise customers across various industries are looking to adopt Generative AI to drive innovation, user productivity, and enhance customer experience. 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.

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Natural Language Processing Generative AI IDP LLM 92

AWS Machine Learning Blog

JULY 17, 2024

This post shows how to use AWS generative artificial intelligence (AI) services , like Amazon Q Business , with AWS Support cases, AWS Trusted Advisor , and AWS Health data to derive actionable insights based on common patterns, issues, and resolutions while using the AWS recommendations and best practices enabled by support data.

IDP 125

IDP Automation Data Ingestion Generative AI 125

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 96

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. Introduction In the rapidly evolving landscape of cybersecurity, Artificial Intelligence (AI) has emerged as a powerful tool in the fight against cyber threats.

Machine Learning 52

Machine Learning IDP AI AI 52

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. Conclusion AWS AI services and Amazon HealthLake can help store, transform, query, and analyze insights from unstructured healthcare data.

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Natural Language Processing IDP NLP Metadata 96

AWS Machine Learning Blog

JUNE 12, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading artificial intelligence (AI) startups and Amazon available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case. Choose Human review workflows under Augmented AI in the navigation pane.

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IDP NLP Natural Language Processing Generative AI 130

AWS Machine Learning Blog

MARCH 29, 2023

To address this challenge, the IEO decided to use AI and ML to better mine the evaluation database for lessons and knowledge. Before AIDA, the process to extract evaluative evidence and generate lessons and insights was manual, resource-intensive, and time-consuming. These metrics are used to measure the quality of text extractions.

ML 95

ML Metadata Data Ingestion Data Extraction 95

Unite.AI

APRIL 3, 2024

The most common problems at the root of these delays are high in volume but simple in nature, meaning decision makers in the supply chain can take effective steps to prevent them if they’re proactive, strategic, and on top of the curve of AI and innovation.

IDP 130

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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IDP Machine Learning Python ML 104

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. In the following sections, we discuss the stages of the process in detail.

Automation 94

Automation Computer Vision Data Extraction IDP 94

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.

IDP 162

IDP DevOps Automation Software Development 162

AWS Machine Learning Blog

OCTOBER 23, 2024

The landscape of enterprise application development is undergoing a seismic shift with the advent of generative AI. This intuitive platform enables the rapid development of AI-powered solutions such as conversational interfaces, document summarization tools, and content generation apps through a drag-and-drop interface.

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Generative AI IDP LLM Automation 86