# 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>