Data Ingestion IDP Large Language Models 
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. The IDP Well-Architected Custom Lens provides you with guidance on how to address common challenges in IDP workflows that we see in the field.
JANUARY 24, 2025
In this post, we show you an example of a generative AI assistant application and demonstrate how to assess its security posture using the OWASP Top 10 for Large Language Model Applications , as well as how to apply mitigations for common threats. Alternatively, you can choose to use a customer managed key.
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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 terms or words. This post focuses on the Cost Optimization pillar of the IDP solution.
AWS Machine Learning Blog
JULY 17, 2024
Amazon Q Business is a fully managed, secure, generative-AI powered enterprise chat assistant that enables natural language interactions with your organization’s data. By default, Amazon Q Business will only produce responses using the data you’re indexing. This behavior is aligned with the use cases related to our solution.
AWS Machine Learning Blog
OCTOBER 23, 2024
Agent Creator is a no-code visual tool that empowers business users and application developers to create sophisticated large language model (LLM) powered applications and agents without programming expertise. The resulting vectors are stored in OpenSearch Service databases for efficient retrieval and querying.
AWS Machine Learning Blog
DECEMBER 11, 2024
Next, you need to index this data to make it available for a Retrieval Augmented Generation (RAG) approach, where relevant passages are delivered with high accuracy to a large language model (LLM). When the data source state is Active , choose Sync now.
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