Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.
:bird: 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.
:pencil: 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.
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| Image Search | RAG | Drug Discovery |
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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 |
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| 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 |
:fire: 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!