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davidmyriel
2024-07-22 17:09:17 -07:00
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qdrant-landing/content/documentation/examples/_index.md
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title: Examples
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title: Build Prototypes
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# Examples
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| [Hybrid Search on PDF Documents](../examples/hybrid-search-llamaindex-jinaai/) | Develop a Hybrid Search System for Product PDF Manuals | Qdrant, LlamaIndex, Jina AI
| [Blog-Reading RAG Chatbot](../examples/rag-chatbot-scaleway) | Develop a RAG-based Chatbot on Scaleway and with LangChain | Qdrant, LangChain, GPT-4o
| [Movie Recommendation System](../examples/recommendation-system-ovhcloud/) | Build a Movie Recommendation System with LlamaIndex and With JinaAI | Qdrant |
| [Qdrant on Databricks](../examples/databricks/) | Learn how to use Qdrant on Databricks using the Spark connector | Qdrant, Databricks, Apache Spark |
| [Qdrant with Airflow and Astronomer](../examples/qdrant-airflow-astronomer/) | Build a semantic querying system using Airflow and Astronomer | Qdrant, Airflow, Astronomer |
## Notebooks
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| [Extractive QA System](https://githubtocolab.com/qdrant/examples/blob/master/extractive_qa/extractive-question-answering.ipynb) | Extract answers directly from context to generate highly relevant answers. | Qdrant |
| [Ecommerce Reverse Image Search](https://githubtocolab.com/qdrant/examples/blob/master/ecommerce_reverse_image_search/ecommerce-reverse-image-search.ipynb) | Accept images as search queries to receive semantically appropriate answers. | Qdrant |
| [Basic RAG](https://githubtocolab.com/qdrant/examples/blob/master/rag-openai-qdrant/rag-openai-qdrant.ipynb) | Basic RAG pipeline with Qdrant and OpenAI SDKs. | OpenAI, Qdrant, FastEmbed |
## Data Transfer
| Example | Description | Stack |
|---------------------------------------------------------------------------------|-------------------------------------------------------------------|---------------------------------------------|
| [Pinecone to Qdrant Data Transfer](https://githubtocolab.com/qdrant/examples/blob/master/data-migration/from-pinecone-to-qdrant.ipynb) | Migrate your vector data from Pinecone to Qdrant. | Qdrant, Vector-io |
| [Stream Data to Qdrant with Kafka](../examples/data-streaming-kafka-qdrant/) | Use Confluent to Stream Data to Qdrant via Managed Kafka. | Qdrant, Kafka |