landing_page/qdrant-landing/content/documentation/examples/_index.md

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Examples

End-to-End Code Samples	Description	Stack
Aleph Alpha Search	Build a multimodal search that combines text and image data.	Qdrant, Aleph Alpha
Mighty Semantic Search	Build a simple semantic search with an on-demand NLP service.	Qdrant, Mighty
Multitenancy with LlamaIndex	Handle data coming from multiple users in LlamaIndex.	Qdrant, Python, LlamaIndex
Implement custom connector for Cohere RAG	Bring data stored in Qdrant to Cohere RAG	Qdrant, Cohere, FastAPI
Chatbot for Interactive Learning	Build a Private RAG Chatbot for Interactive Learning	Qdrant, Haystack, OpenShift
Information Extraction Engine	Build a Private RAG Information Extraction Engine	Qdrant, Vultr, DSPy, Ollama
System for Employee Onboarding	Build a RAG System for Employee Onboarding	Qdrant, Cohere, LangChain
System for Contract Management	Build a Region-Specific RAG System for Contract Management	Qdrant, Aleph Alpha, STACKIT
Question-Answering System for Customer Support	Build a RAG System for AI Customer Support	Qdrant, Cohere, Airbyte, AWS
Hybrid Search on PDF Documents	Develop a Hybrid Search System for Product PDF Manuals	Qdrant, LlamaIndex, Jina AI
Blog-Reading RAG Chatbot	Develop a RAG-based Chatbot on Scaleway and with LangChain	Qdrant, LangChain, GPT-4o
Movie Recommendation System	Build a Movie Recommendation System with LlamaIndex and With JinaAI	Qdrant
Qdrant on Databricks	Learn how to use Qdrant on Databricks using the Spark connector	Qdrant, Databricks, Apache Spark
Qdrant with Airflow and Astronomer	Build a semantic querying system using Airflow and Astronomer	Qdrant, Airflow, Astronomer

Notebooks

Our Notebooks offer complex instructions that are supported with a throrough explanation. Follow along by trying out the code and get the most out of each example.

Example	Description	Stack
Intro to Semantic Search and Recommendations Systems	Learn how to get started building semantic search and recommendation systems.	Qdrant
Search and Recommend Newspaper Articles	Work with text data to develop a semantic search and a recommendation engine for news articles.	Qdrant
Recommendation System for Songs	Use Qdrant to develop a music recommendation engine based on audio embeddings.	Qdrant
Image Comparison System for Skin Conditions	Use Qdrant to compare challenging images with labels representing different skin diseases.	Qdrant
Question and Answer System with LlamaIndex	Combine Qdrant and LlamaIndex to create a self-updating Q&A system.	Qdrant, LlamaIndex, Cohere
Extractive QA System	Extract answers directly from context to generate highly relevant answers.	Qdrant
Ecommerce Reverse Image Search	Accept images as search queries to receive semantically appropriate answers.	Qdrant
Basic RAG	Basic RAG pipeline with Qdrant and OpenAI SDKs.	OpenAI, Qdrant, FastEmbed

Data Transfer

Example	Description	Stack
Pinecone to Qdrant Data Transfer	Migrate your vector data from Pinecone to Qdrant.	Qdrant, Vector-io