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Co-authored-by: Maddie Duhon <madelyn.duhon@qdrant.com>
Co-authored-by: Anush <anushshetty90@gmail.com>
2024-10-02 18:28:18 +05:30

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Build Prototypes 26

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