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Merge pull request #57 from couchbase-examples/DA-1153-Autovec-Unstructured-Data
DA 1153 Autovec Unstructured Data
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---
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# frontmatter
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path: "/tutorial-couchbase-autovectorization-langchain"
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title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets Using Couchbase Capella AI Services
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short_title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets
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description:
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- Learn how to use Couchbase Capella's AI Services auto-vectorization feature to automatically convert your unstructured data into vector embeddings.
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- This tutorial demonstrates how to set up automated embedding generation workflows and perform semantic search using LangChain.
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content_type: tutorial
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filter: sdk
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technology:
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- Artificial Intelligence
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tags:
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- LangChain
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sdk_language:
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- python
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length: 20 Mins
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---

autovec_unstructured/autovec_unstructured.ipynb

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