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docs: integrations reference updates 13 (#25711)

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Added missed provider pages and links. Fixed inconsistent formatting.
Added arxiv references to docstirngs.

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Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
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Leonid Ganeline
2024-09-02 15:08:50 -07:00
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templates/rag-aws-bedrock/README.md
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# RAG - AWS Bedrock
# RAG - AWS Bedrock, FAISS
This template is designed to connect with the `AWS Bedrock` service, a managed server that offers a set of foundation models.
It primarily uses the `Anthropic Claude` for text generation and `Amazon Titan` for text embedding, and utilizes FAISS as the vectorstore.
For additional context on the RAG pipeline, refer to [this notebook](https://github.com/aws-samples/amazon-bedrock-workshop/blob/main/03_QuestionAnswering/01_qa_w_rag_claude.ipynb).
For additional context on the RAG pipeline, refer to [these notebooks](https://github.com/aws-samples/amazon-bedrock-workshop/tree/main/02_KnowledgeBases_and_RAG).
See [The FAISS Library](https://arxiv.org/pdf/2401.08281) paper for more details.
## Environment Setup