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capella-model-services/haystack/query_based/frontmatter.md

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# frontmatter
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path: "/tutorial-capella-ai-services-haystack-rag-hyperscale"
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path: "/tutorial-capella-model-services-haystack-rag-with-hyperscale-and-composite-vector-index"
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title: "RAG with Haystack, Capella Model Services and Couchbase Hyperscale & Composite Vector Indexes"
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short_title: "RAG with Haystack, Capella Model Services and Hyperscale Indexes"
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short_title: "RAG with Haystack, Capella Model Services and Hyperscale & Composite Vector Indexes"
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description:
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- Learn how to build a semantic search engine using Couchbase Hyperscale and Composite Vector Indexes.
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- This tutorial demonstrates how Haystack integrates Couchbase Hyperscale and Composite Vector Indexes with embeddings generated by Capella Model Services.
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- Perform Retrieval-Augmented Generation (RAG) using Haystack with Couchbase and Capella Model Services while utilizing optimized index types.
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- This tutorial demonstrates how Haystack integrates Couchbase vector search capabilities with embeddings generated by Capella Model Services.
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- Perform Retrieval-Augmented Generation (RAG) using Haystack with Couchbase and Capella Model Services.
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content_type: tutorial
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capella-model-services/haystack/search_based/frontmatter.md

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# frontmatter
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path: "/tutorial-capella-ai-services-haystack-rag"
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title: RAG with Haystack, Capella AI Services and Couchbase Search Vector Index
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short_title: RAG with Haystack and Couchbase Capella AI Services
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path: "/tutorial-capella-model-services-services-haystack-rag-with-search-vector-index"
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title: RAG with Haystack, Capella Model Services and Couchbase Search Vector Index
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short_title: RAG with Haystack, Capella Model Services and Couchbase Search Vector Index
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description:
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- Learn how to build a semantic search engine using Couchbase Capella AI Services.
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- This tutorial demonstrates how to integrate Couchbase's Search vector Index capabilities with the embeddings generated by Capella AI Services.
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- You will understand how to perform Retrieval-Augmented Generation (RAG) using Haystack with Couchbase and Capella AI services.
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- Learn how to build a semantic search engine using Couchbase Capella Model Services.
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- This tutorial demonstrates how Haystack integrates Couchbase Search vector search capabilities with embeddings generated by Capella Model Services.
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- Perform Retrieval-Augmented Generation (RAG) using Haystack with Couchbase and Capella Model Services.
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content_type: tutorial
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filter: sdk
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technology:

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