openai-cookbook/examples/vector_databases/README.md

# Vector Databases

This section of the OpenAI Cookbook showcases many of the vector databases available to support your semantic search use cases.

Vector databases can be a great accompaniment for knowledge retrieval applications, which reduce hallucinations by providing the LLM with the relevant context to answer questions.

Each provider has their own named directory, with a standard notebook to introduce you to using our API with their product, and any supplementary notebooks they choose to add to showcase their functionality.

## Guides & deep dives
- [AnalyticDB](https://www.alibabacloud.com/help/en/analyticdb-for-postgresql/latest/get-started-with-analyticdb-for-postgresql)
- [Cassandra/Astra DB](https://docs.datastax.com/en/astra-serverless/docs/vector-search/qandasimsearch-quickstart.html)
- [Azure AI Search](https://learn.microsoft.com/azure/search/search-get-started-vector)
- [Chroma](https://docs.trychroma.com/getting-started)
- [Elasticsearch](https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html)
- [Hologres](https://www.alibabacloud.com/help/en/hologres/latest/procedure-to-use-hologres)
- [Kusto](https://learn.microsoft.com/en-us/azure/data-explorer/web-query-data)
- [Milvus](https://milvus.io/docs/example_code.md)
- [MyScale](https://docs.myscale.com/en/quickstart/)
- [MongoDB](https://www.mongodb.com/products/platform/atlas-vector-search)
- [Neon Postgres](https://neon.tech/docs/ai/ai-intro)
- [Pinecone](https://docs.pinecone.io/docs/quickstart)
- [PolarDB](https://www.alibabacloud.com/help/en/polardb/latest/quick-start)
- [Qdrant](https://qdrant.tech/documentation/quick-start/)
- [Redis](https://github.com/RedisVentures/simple-vecsim-intro)
- [SingleStoreDB](https://www.singlestore.com/blog/how-to-get-started-with-singlestore/)
- [Supabase](https://supabase.com/docs/guides/ai)
- [Tembo](https://tembo.io/docs/product/stacks/ai/vectordb)
- [Typesense](https://typesense.org/docs/guide/)
- [Vespa AI](https://vespa.ai/)
- [Weaviate](https://weaviate.io/developers/weaviate/quickstart)
- [Zilliz](https://docs.zilliz.com/docs/quick-start-1)
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`# Vector Databases`

Add elasticsearch examples to vector databases folder (#622) * Add Elasticsearch to vector databases, add notebooks * Update prompt * Make intro verbiage more neutral * Add semantic search notebook outputs * Add RAG notebook output * Update query * Remove unreadable vector output 9 months ago			`This section of the OpenAI Cookbook showcases many of the vector databases available to support your semantic search use cases.`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago
			`Vector databases can be a great accompaniment for knowledge retrieval applications, which reduce hallucinations by providing the LLM with the relevant context to answer questions.`

			`Each provider has their own named directory, with a standard notebook to introduce you to using our API with their product, and any supplementary notebooks they choose to add to showcase their functionality.`

			`## Guides & deep dives`
			`- [AnalyticDB](https://www.alibabacloud.com/help/en/analyticdb-for-postgresql/latest/get-started-with-analyticdb-for-postgresql)`
Add Cassandra/Astra DB to the vector databases README (#665) * Add Cassandra/Astra DB to the vector databases overall README * Linking to a basic quickstart instead 9 months ago			`- [Cassandra/Astra DB](https://docs.datastax.com/en/astra-serverless/docs/vector-search/qandasimsearch-quickstart.html)`
Update Azure Cognitive Search to latest stable/GA Python SDK version + Renaming to Azure AI Search (#924) 4 months ago			`- [Azure AI Search](https://learn.microsoft.com/azure/search/search-get-started-vector)`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`- [Chroma](https://docs.trychroma.com/getting-started)`
Add elasticsearch examples to vector databases folder (#622) * Add Elasticsearch to vector databases, add notebooks * Update prompt * Make intro verbiage more neutral * Add semantic search notebook outputs * Add RAG notebook output * Update query * Remove unreadable vector output 9 months ago			`- [Elasticsearch](https://www.elastic.co/guide/en/elasticsearch/reference/current/knn-search.html)`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`- [Hologres](https://www.alibabacloud.com/help/en/hologres/latest/procedure-to-use-hologres)`
			`- [Kusto](https://learn.microsoft.com/en-us/azure/data-explorer/web-query-data)`
			`- [Milvus](https://milvus.io/docs/example_code.md)`
			`- [MyScale](https://docs.myscale.com/en/quickstart/)`
Add Mongodb Atlas Vector Search (#734) 8 months ago			`- [MongoDB](https://www.mongodb.com/products/platform/atlas-vector-search)`
Add Neon Postgres to the list of vector databases in the README (#746) 8 months ago			`- [Neon Postgres](https://neon.tech/docs/ai/ai-intro)`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`- [Pinecone](https://docs.pinecone.io/docs/quickstart)`
Updated README.md in examples/vector_databases (#581) Added the links to the missing vector databases 11 months ago			`- [PolarDB](https://www.alibabacloud.com/help/en/polardb/latest/quick-start)`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`- [Qdrant](https://qdrant.tech/documentation/quick-start/)`
			`- [Redis](https://github.com/RedisVentures/simple-vecsim-intro)`
			`- [SingleStoreDB](https://www.singlestore.com/blog/how-to-get-started-with-singlestore/)`
Adds Supabase to list of vector databases (#819) 7 months ago			`- [Supabase](https://supabase.com/docs/guides/ai)`
Fix broken link (#1141) 2 months ago			`- [Tembo](https://tembo.io/docs/product/stacks/ai/vectordb)`
Splitting Vector Databases into individual cookbooks (#529) * Initial commit of vector database cookbooks split out individually * Moved notebooks to each provider's named folder and updated the README * Removed vector DB overall cookbook in favour of individual directories 11 months ago			`- [Typesense](https://typesense.org/docs/guide/)`
Update README.md (#1028) 3 months ago			`- [Vespa AI](https://vespa.ai/)`
fix markdown typo on a link (#591) 11 months ago			`- [Weaviate](https://weaviate.io/developers/weaviate/quickstart)`
Updated README.md in examples/vector_databases (#581) Added the links to the missing vector databases 11 months ago			`- [Zilliz](https://docs.zilliz.com/docs/quick-start-1)`