couchbase-examples · giriraj-singh-couchbase · Nov 5, 2025 · Sep 25, 2025 · Sep 26, 2025 · Sep 26, 2025
diff --git a/autovec_unstructured/__frontmatter__.md b/autovec_unstructured/__frontmatter__.md
@@ -0,0 +1,18 @@
+---
+# frontmatter
+path: "/tutorial-couchbase-autovectorization-langchain"
+title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets Using Couchbase Capella AI Services 
+short_title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets
+description:
+  - Learn how to use Couchbase Capella's AI Services auto-vectorization feature to automatically convert your unstructured data into vector embeddings.
+  - This tutorial demonstrates how to set up automated embedding generation workflows and perform semantic search using LangChain.
+content_type: tutorial
+filter: sdk
+technology:
+  - Artificial Intelligence
+tags:
+  - LangChain
+sdk_language:
+  - python
+length: 20 Mins
+---
diff --git a/autovec_unstructured/autovec_unstructured.ipynb b/autovec_unstructured/autovec_unstructured.ipynb
diff --git a/autovec_unstructured/img/S3bucketsuccess.png b/autovec_unstructured/img/S3bucketsuccess.png
diff --git a/autovec_unstructured/img/S3credentials.png b/autovec_unstructured/img/S3credentials.png
diff --git a/autovec_unstructured/img/Select_embedding_model.png b/autovec_unstructured/img/Select_embedding_model.png
diff --git a/autovec_unstructured/img/addS3bucket.png b/autovec_unstructured/img/addS3bucket.png
diff --git a/autovec_unstructured/img/configure_data_source.png b/autovec_unstructured/img/configure_data_source.png
diff --git a/autovec_unstructured/img/data_processing.png b/autovec_unstructured/img/data_processing.png
diff --git a/autovec_unstructured/img/deploying_model.png b/autovec_unstructured/img/deploying_model.png
diff --git a/autovec_unstructured/img/download_api_key_details.png b/autovec_unstructured/img/download_api_key_details.png
diff --git a/autovec_unstructured/img/importing_model.png b/autovec_unstructured/img/importing_model.png
diff --git a/autovec_unstructured/img/model_api_key_form.png b/autovec_unstructured/img/model_api_key_form.png
diff --git a/autovec_unstructured/img/model_setup_access.png b/autovec_unstructured/img/model_setup_access.png
diff --git a/autovec_unstructured/img/start_workflow.png b/autovec_unstructured/img/start_workflow.png
diff --git a/autovec_unstructured/img/workflow.png b/autovec_unstructured/img/workflow.png
diff --git a/autovec_unstructured/img/workflow_deployed.png b/autovec_unstructured/img/workflow_deployed.png
diff --git a/autovec_unstructured/img/workflow_summary.png b/autovec_unstructured/img/workflow_summary.png
diff --git a/autovec_unstructured/sample.pdf b/autovec_unstructured/sample.pdf