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davidmyriel
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@@ -42,7 +42,7 @@ In this section, you’ll get a step-by-step guide on ingesting data from an S3
|AWS Account|An active [AWS account](https://aws.amazon.com/free/) with access to S3 services.|
|Qdrant Account|A [Qdrant Cloud account](https://cloud.qdrant.io) with access to the WebUI for managing collections and running queries.|
|Embedding Models|Use embedding models such as [OpenAI's text embedding model](https://openai.com/index/openai-api/) for text files and CLIP for images.|
|LangChain| You will use this [popular framework]((https://python.langchain.com/)) to tie everything together. |
|LangChain| You will use this [popular framework](https://python.langchain.com/) to tie everything together. |
#### Supported Document Types