neural-search

🔮 Build cross-modal and multimodal applications on the cloud · Neural Search · Creative AI · Cloud Native · MLOps

🏄 Embed/reason/rank images and sentences with CLIP models

👑 Easy-to-use and powerful NLP library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis and 🖼 Diffusion AICG system etc.

🔍 Haystack is an open source NLP framework that leverages pre-trained Transformer models. It enables developers to quickly implement production-ready semantic search, question answering, summarization and document ranking for a wide range of NLP applications.

Qdrant - Vector Search Engine for the next generation of AI applications

vector search engine

💡 Build AI-powered semantic search applications

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

🧬 The data structure for unstructured multimodal data · Neural Search · Vector Search · Document Store

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

🎯 Task-oriented finetuning for better embeddings on neural search

Jina examples and demos to help you get started

An easy to use Neural Search Engine. Index latent vectors along with JSON metadata and do efficient k-NN search.

Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.

🧞 No-code tool for creating a neural search solution in minutes

📑 Neural Search

A lightweight, customizable omnibox in Javascript, for use with a Jina backend.

Main NNext Application Code

Interactive UI for analyzing Jina logs, designing Flows and viewing Hub images

An open-registry for hosting Jina executors via container images