fatimahabib/examples

A collection of examples and tutorials for Qdrant vector search engine

Qdrant Examples

This repo contains a collection of tutorials, demos, and how-to guides on how to use Qdrant and adjacent technologies.

Example	Description	Technologies
Huggingface Spaces with Qdrant	Host a public demo quickly for your similarity app with HF Spaces and Qdrant Cloud	HF Spaces, CLIP, semantic image search
QA which is always updated: Recency and Cohere using Llama Index	Notebook which demonstrates how you can keep your QA system always use updated information	Llama Index, OpenAI Embeddings, Cohere Reranker
Qdrant 101 - Getting Started	Introduction to semantic search and the recommendation API of Qdrant	NumPy and Faker
Qdrant 101 - Text Data	Introduction to the intersection of Vector Databases and Natural Language Processing	transformers, datasets, GPT-2, Sentence Transformers, PyTorch
Qdrant 101 - Audio Data	Introduction to audio data, audio embeddings, and music recommendation systems	transformers, librosa, openl3, panns_inference, streamlit, datasets, PyTorch
Ecommerce - reverse image search	Notebook demonstrating how to implement a reverse image search for ecommerce	CLIP, semantic image search, Sentence-Transformers
Serverless Semantic Search	Get a semantic page search without setting up a server	Rust, AWS lambda, Cohere embedding
Basic RAG	Basic RAG pipeline with Qdrant and OpenAI SDKs	OpenAI, Qdrant, FastEmbed
Step-back prompting in Langchain RAG	Step-back prompting for RAG, implemented in Langchain	OpenAI, Qdrant, Cohere, Langchain