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Unify structured data in Amazon Aurora and unstructured data in Amazon S3 for insights using Amazon Q

AWS Machine Learning Blog

Whether it’s structured data in databases or unstructured content in document repositories, enterprises often struggle to efficiently query and use this wealth of information. The solution combines data from an Amazon Aurora MySQL-Compatible Edition database and data stored in an Amazon Simple Storage Service (Amazon S3) bucket.

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Build an intelligent multi-agent business expert using Amazon Bedrock

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Amazon Redshift is a database optimized for online analytical processing (OLAP), which generally entails analyzing large amounts of data and performing complex analysis, as might be done by analysts looking at historical stock prices. The first trial ran from June 2019 to May 2020 with 250 participants. June 2019 - May 2020 2.

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Revolutionizing Compliance: The Promise of Graph RAG-Based Large Language Models

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billion on compliance in 2022 (up 19% from 2020) — costs that continue to rise despite limited improvements in effectiveness [3]. Just as a judge relies on a clerk to pull specific case files before making a decision, an LLM with RAG can query databases or documents in real time to support its compliance decisions.

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Adobe enhances developer productivity using Amazon Bedrock Knowledge Bases

AWS Machine Learning Blog

This involved creating a pipeline for data ingestion, preprocessing, metadata extraction, and indexing in a vector database. Similarity search and retrieval – The system retrieves the most relevant chunks in the vector database based on similarity scores to the query.

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People Keep Inventing Prolly Trees

Hacker News

Blog People Keep Inventing Prolly Trees Nick Tobey June 4, 2025 9 min read Multiple Discovery refers to when a scientific discovery is made independently by multiple individuals around the same time. But we did see the value in using them to build the worlds first version controlled relational database. But Paul Frazee has a theory.

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How Qualtrics built Socrates: An AI platform powered by Amazon SageMaker and Amazon Bedrock

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Early 2020, with the push for deep learning and transformer models, Qualtrics created its first enterprise-level ML platform called Socrates. To learn more about how AI is transforming experience management, visit this blog from Qualtrics.

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How to Use Maps in Sigma Computing

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In this blog, we will cover how to use maps in Sigma Computing. 1) Map - Region Click on the Data pane then Table to select the Tables and Datasets option and from there, under connections, we can select Sigma sample database. Sigma offers powerful mapping capabilities that allow users to visualize geographic data effectively.