> ## Documentation Index
> Fetch the complete documentation index at: https://upstash-dx-2840-vector-examples-dark-mode.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Examples

A collection of examples, notebooks, and blog posts for building with Upstash Vector.

<CardGroup cols={2}>
  <Card title="Image Search" icon="python" href="https://colab.research.google.com/drive/1y7ZBBxzEOAeSRDhyOeTxIJADxBC-0Fue">
    Image Similarity Search using CLIP

    `CLIP` `HuggingFace`
  </Card>

  <Card title="Learn Vector Stores" icon="python" href="https://colab.research.google.com/drive/1CpKUuPr1458sBZkqvL6Km_HBj-IS0fNa">
    Learn How Vector Stores Work by Building a Recommendation Engine
  </Card>

  <Card title="RAG Chatbot" icon="python" href="https://colab.research.google.com/drive/1zSzb2lajFMxf6FDxDM0sUe5wpIx4KyU2">
    RAG (Retrieval Augmented Generation) Chatbot with OpenAI and Upstash Vector

    `OpenAI` `text-embedding-ada-002`
  </Card>

  <Card title="Semantic Search with Sentence Transformers" icon="python" href="https://colab.research.google.com/drive/1NhqEzjKdAGfI-nhEa3pfqmBXWl2oN0Ve">
    Semantic Search using Sentence Transformers and Upstash Vector

    `Sentence Transformers` `HuggingFace`
  </Card>

  <Card title="Semantic Search with BERT" icon="python" href="https://colab.research.google.com/drive/1xXSLtG2uItaBWAxXYgzwa5jo669mDk2p">
    Semantic Search with DistilBERT on HuggingFace

    `BERT` `HuggingFace`
  </Card>

  <Card title="Semantic Search with OpenAI" icon="python" href="https://colab.research.google.com/drive/1WGSEe11RsG1_TwyQ09-lONOrEDwDLaC1">
    Semantic Search with OpenAI and Upstash Vector

    `OpenAI` `text-embedding-ada-002`
  </Card>

  <Card title="API Examples" icon="python" href="https://colab.research.google.com/drive/1RLcGtNEkGrdj6f6yBK78cSrSdl6ht-5S">
    Upstash Vector API Examples
  </Card>

  <Card title="Upsy" icon="js" href="https://github.com/upstash/upsy">
    Upsy is a RAG based Slackbot which remembers all conversations.

    `OpenAI` `text-embedding-ada-002`
  </Card>

  <Card title="Semantic Search on Stackoverflow" icon="newspaper" href="https://upstash.com/blog/semantic-search-vector">
    Blog: Semantic Search using all-MiniLM-L6-v2 model on HuggingFace

    `HuggingFace` `Sentence Transformers`
  </Card>

  <Card title="Image Similarity Search" icon="newspaper" href="https://upstash.com/blog/image-similarity-search">
    Blog: Image Search using CLIP model on HuggingFace

    `HuggingFace` `CLIP`
  </Card>
</CardGroup>