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Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

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🐦 What You Can Do

Begin an interactive journey to master Milvus, enhancing your projects with seamless integration and optimization tools.

  • Explore Tutorials: Dive into notebooks that walk you through diverse Milvus use cases.

  • Deploy Demos: Build your own demo to see Milvus in action.

  • Discover Use Cases: Learn how Milvus integrates with other tools and frameworks through practical examples.

  • Expand Your Skills: Apply evaluation methods to test and optimize your applications.

📝 Examples

You can explore a comprehensive Tutorials Overview covering topics such as Retrieval-Augmented Generation (RAG), Semantic Search, Hybrid Search, Question Answering, Recommendation Systems, and various quick-start guides. These resources are designed to help you get started quickly and efficiently.

Image Search RAG Drug Discovery

Here is a selection of demos and tutorials to show how to build various types of AI applications made with Milvus:

Tutorial Use Case Related Milvus Features
Build RAG with Milvus RAG vector search
Advanced RAG Optimizations RAG vector search, full text search
Full Text Search with Milvus Text Search full text search
Hybrid Search with Milvus Hybrid Search hybrid search, multi vector, dense embedding, sparse embedding
Image Search with Milvus Semantic Search vector search, dynamic field
Multimodal Search using Multi Vectors Semantic Search multi vector, hybrid search
Movie Recommendation with Milvus Recommendation System vector search
Graph RAG with Milvus RAG graph search
Use Milvus as a LangChain Vector Store RAG vector search
RAG with Milvus and LlamaIndex RAG vector search
Contextual Retrieval with Milvus Quickstart vector search
Vector Visualization Quickstart vector search
HDBSCAN Clustering with Milvus Quickstart vector search
Use ColPali for Multi-Modal Retrieval with Milvus Quickstart vector search

🔥 Community

Join the Milvus community on Discord to share your suggestions, advice, and questions with our engineering team.

To learn latest news about Milvus, follow us on social media:

You can also check out our FAQ page to discover solutions or answers to your issues or questions, and subscribe to Milvus mailing lists:

Let's accelerate your Milvus journey together!