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

AWS Machine Learning Blog

Manually processing these documents to classify and extract information remains expensive, error prone, and difficult to scale. Categorizing documents is an important first step in IDP systems. For more information, see Amazon Comprehend document classifier adds layout support for higher accuracy.

IDP 133
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Build private and secure enterprise generative AI applications with Amazon Q Business using IAM Federation

AWS Machine Learning Blog

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems, which each user is authorized to access.

IDP 127
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Build a receipt and invoice processing pipeline with Amazon Textract

AWS Machine Learning Blog

The most important pieces of information such as price, vendor name, vendor address, and payment terms are often not explicitly labeled and have to be interpreted based on context. You can visualize the indexed metadata using OpenSearch Dashboards. Additional output information is also available on the AWS CloudFormation console.

IDP 121
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Intelligent document processing with Amazon Textract, Amazon Bedrock, and LangChain

AWS Machine Learning Blog

In today’s information age, the vast volumes of data housed in countless documents present both a challenge and an opportunity for businesses. Document processing has witnessed significant advancements with the advent of Intelligent Document Processing (IDP). However, the potential doesn’t end there.

IDP 137
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Discover insights from Amazon S3 with Amazon Q S3 connector 

AWS Machine Learning Blog

Amazon Q Business is a fully managed generative AI-powered assistant that can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems. The user’s credentials from the IdP or IAM Identity Center are referred to here as the federated user credentials.

Metadata 132
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Secure a generative AI assistant with OWASP Top 10 mitigation

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This is typically done through some sort of an identity provider (IdP) capability like Okta, AWS IAM Identity Center , or Amazon Cognito. This comprehensive security setup addresses LLM10:2025 Unbound Consumption and LLM02:2025 Sensitive Information Disclosure, making sure that applications remain both resilient and secure.

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Find answers accurately and quickly using Amazon Q Business with the SharePoint Online connector

AWS Machine Learning Blog

With Amazon Q, you can quickly find answers to questions, generate summaries and content, and complete tasks by using the information and expertise stored across your company’s various data sources and enterprise systems.

IDP 117