Examples
| End-to-End Code Samples | Description | Stack |
|---|---|---|
| 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 |
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 |