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Amazon Bedrock Knowledge Bases enable you to integrate proprietary information into your generative-AI applications, enhancing the relevancy and accuracy of generated responses using Retrieval Augmented Generation (RAG). This technique leverages information from data sources to improve the quality of AI responses1.
Key Features
With Amazon Bedrock Knowledge Bases, you can:
Answer user queries by returning relevant information from data sources.
Generate accurate responses by using retrieved information to augment AI-generated answers.
Include citations in responses to reference original data sources, ensuring accuracy.
Handle multimodal data by extracting and retrieving images from documents.
Convert natural language into queries for structured databases, such as SQL queries.
Update data sources and ingest changes directly into the knowledge base.
Use reranking models to influence the results retrieved from your data source.
Integrate with Amazon Bedrock Agents to enhance workflows1.
Retrieve data and generate AI responses with Amazon Bedrock …
With Amazon Bedrock Knowledge Bases, you can integrate proprietary information into your generative-AI applications. When a query is made, a knowledge base searches your data to …
See results only from docs.aws.amazon.comRetrieveAndGenerate - A…
Queries a knowledge base and generates responses based on the retrieved …
CreateKnowledgeBase - …
Creates a knowledge base. A knowledge base contains your data sources so that …
Amazon Bedrock Knowle…
In this post, we discuss two new features of Amazon Bedrock Knowledge Bases …
Foundation Models for RA…
Using Retrieve API, you can fetch relevant results for a user query from knowledge …
Amazon Bedrock Knowledg…
Today, we are announcing the support of RetrieveAndGenerateStream API in …
Knowledge Bases for Amaz…
Knowledge Bases for Amazon Bedrock allows you to connect foundation models …
Amazon Bedrock API Refer…
bedrock – Contains control plane APIs for managing, training, and deploying …
Create a knowledge base b…
Choose a data source to connect your knowledge base to. (Optional) Add tags …
Connect a data source to yo…
To connect to a data source using the Amazon Bedrock API, send a …
Improve search results for A…
You learned how to add Amazon Bedrock FMs to generate vector embeddings for …
RetrieveAndGenerate - Amazon Bedrock
Queries a knowledge base and generates responses based on the retrieved results and using the specified foundation model or inference profile. The response only cites sources that are …
CreateKnowledgeBase - Amazon Bedrock
Creates a knowledge base. A knowledge base contains your data sources so that Large Language Models (LLMs) can use your data. To create a knowledge base, you must first set …
Knowledge Bases API Example - Amazon Bedrock Recipes
Amazon Bedrock Knowledge Bases allows you to integrate proprietary information into your generative-AI applications. Using the Retrieval Augment Generation (RAG) technique, a …
Amazon Bedrock Knowledge Bases now supports …
Apr 9, 2024 · In this post, we discuss two new features of Amazon Bedrock Knowledge Bases specific to the RetrieveAndGenerate API: configuring the maximum number of results and creating custom prompts with a knowledge …
Foundation Models for RAG - Amazon Bedrock …
Using Retrieve API, you can fetch relevant results for a user query from knowledge bases, including visual elements such as images, diagrams, charts, and tables, or structured data from databases when applicable.
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To create a knowledge base, you must first set up your data sources and configure a supported vector store. For more information, see Set up a knowledge base. If you prefer to let Amazon …
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Apr 18, 2024 · With Knowledge Bases for Amazon Bedrock, you can give FMs and agents contextual information from your company’s private data sources for Retrieval Augmented Generation (RAG) to deliver more...
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Once the data is available in the Bedrock Knowledge Base then a question answering application can be built using the following architectural pattern. Follow the steps listed below to create and run the RAG solution. The blog_post.md …
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Feb 9, 2025 · This notebook demonstrates how to query an AWS Bedrock Knowledge Base using the RetrieveAndGenerate API. It walks you through setting up the AWS Bedrock Runtime …
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Jun 22, 2024 · Knowledge bases for Amazon Bedrock are a serverless and fully managed service that delivers entire ingestion and retrieval workflows to accelerate the implementation of RAG applications and...
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Dec 1, 2024 · Today, we are announcing the support of RetrieveAndGenerateStream API in Bedrock Knowledge Bases. This new streaming API allows Bedrock Knowledge Base …
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Mar 20, 2024 · In this article I will provide a step-by-step guidance on how to build a full-stack document Q&A application by employing RAG (Retrieval Augmented Generation) technique …
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Organizations that use a Retrieval Augmented Generation (RAG)-based approach for their AI applications must keep their knowledge base synchronized with their data. To automate data …
End-to-End ACL with Knowledge Base - Amazon Bedrock Recipes
To complete this notebook you should have a role with access to the following services: Amazon S3, AWS STS, AWS Lambda, AWS CloudFormation, Amazon Bedrock, Amazon Cognito and …
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Feb 5, 2025 · The RetrieveAndGenerate API is the core of the RAG workflow in AWS Bedrock. This API first retrieves relevant data from the knowledge base and then feeds it into the …
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Apr 23, 2024 · Knowledge Bases for Amazon Bedrock allows you to connect foundation models (FMs) to internal company data sources to deliver more relevant, context-specific, and …
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Choose a data source to connect your knowledge base to. (Optional) Add tags to your knowledge base. For more information, see Tagging Amazon Bedrock resources. (Optional) Configure …
Amazon Bedrock Knowledge Bases の Metadata 活用に関する注 …
4 days ago · Amazon Bedrock の Knowledge Bases（以下、Bedrock KB）は、検索精度を向上させるためにメタデータ（Metadata）を活用できます。 しかし、公式ドキュメントには明記 …
Connect a data source to your knowledge base - Amazon Bedrock
To connect to a data source using the Amazon Bedrock API, send a CreateDataSource request with an Agents for Amazon Bedrock runtime endpoint. The following fields are required: The ID …
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2 days ago · In this post, we discuss the fully managed approach using Amazon Bedrock Knowledge Bases to simplify the integration of the data source with your generative AI …
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2 days ago · b. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API. c. Amazon Bedrock Knowledge Bases performs a semantic search …
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