neural-search

☁️ Build multimodal AI applications with cloud-native stack

Easy-to-use and powerful LLM and SLM library with awesome model zoo.

🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

Represent, send, store and search multimodal data

🌊 A Human-in-the-Loop workflow for creating HD images from text

🎯 Task-oriented embedding tuning for BERT, CLIP, etc.

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

The prime repository for state-of-the-art Multilingual Question Answering research and development.

A Python vector database you just need - no more, no less.

Jina examples and demos to help you get started

Neural Search

Neural Search

⚡ A fast embedded library for approximate nearest neighbor search

An Open-Source Package for Information Retrieval

An open-registry for hosting Jina executors via container images

Input text or image, get back matching image fashion results, using Jina, DocArray, and CLIP

Tree-based indexes for neural-search

Meme search engine built with Jina neural search framework. Search with captions or image files to find matching memes.

App store search example, using Jina as backend and Streamlit as frontend