{"id":13567251,"url":"https://github.com/milvus-io/bootcamp","last_synced_at":"2025-05-14T01:04:30.196Z","repository":{"id":37405584,"uuid":"201441751","full_name":"milvus-io/bootcamp","owner":"milvus-io","description":"Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, 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src=\"images/logo.png\" alt=\"milvus bootcamp banner\"\u003e\n\n\u003cdiv class=\"column\" align=\"middle\"\u003e\n  \u003ca href=\"https://github.com/milvus-io/bootcamp/blob/master/LICENSE\"\u003e\u003cimg height=\"20\" src=\"https://img.shields.io/github/license/milvus-io/bootcamp\" alt=\"license\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://milvus.io\"\u003e\u003cimg src=\"https://img.shields.io/badge/milvus-blue\" alt=\"milvus\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://cloud.zilliz.com/signup?utm_source=partner\u0026utm_medium=referral\u0026utm_campaign=2024-11-04_web_github-readme_global\"\u003e\u003cimg src=\"https://img.shields.io/badge/zilliz-green\" alt=\"fully-managed-milvus\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://discord.gg/mKc3R95yE5\"\u003e\u003cimg height=\"20\" src=\"https://img.shields.io/badge/Discord-%235865F2.svg?style=for-the-badge\u0026logo=discord\u0026logoColor=white\" alt=\"discord\"/\u003e\u003c/a\u003e\n  \u003ca href=\"https://x.com/milvusio\"\u003e\u003cimg src=\"https://img.shields.io/twitter/follow/milvusio\" alt=\"twitter\"/\u003e\u003c/a\u003e\n\u003c/div\u003e\n\n## :bird: What You Can Do\n\nBegin an interactive journey to master [Milvus](https://milvus.io), enhancing your projects with seamless integration and optimization tools.\n\n- **Explore Tutorials:** Dive into notebooks that walk you through diverse Milvus use cases.\n\n- **Deploy Demos:** Build your own demo to see Milvus in action.\n\n- **Discover Use Cases:** Learn how Milvus integrates with other tools and frameworks through practical examples.\n\n- **Expand Your Skills:** Apply evaluation methods to test and optimize your applications.\n\n## :pencil: Examples\n\nYou can explore a comprehensive [Tutorials Overview](https://milvus.io/docs/tutorials-overview.md) 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.\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd width=\"30%\"\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n        \u003cimg src=\"https://assets.zilliz.com/image_search_59a64e4f22.gif\" /\u003e\n      \u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd width=\"30%\"\u003e\n\u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n\u003cimg src=\"https://assets.zilliz.com/qa_df5ee7bd83.gif\" /\u003e\n\u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd width=\"30%\"\u003e\n\u003ca href=\"https://milvus.io/milvus-demos\"\u003e\n\u003cimg src=\"https://assets.zilliz.com/mole_search_76f8340572.gif\" /\u003e\n\u003c/a\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eImage Search\u003c/a\u003e\n    \u003c/th\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eRAG\u003c/a\u003e\n    \u003c/th\u003e\n    \u003cth\u003e\n      \u003ca href=\"https://milvus.io/milvus-demos\"\u003eDrug Discovery\u003c/a\u003e\n    \u003c/th\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n\nHere is a selection of demos and tutorials to show how to build various types of AI applications made with Milvus:\n\n| Tutorial | Use Case | Related Milvus Features |\n| ----------- | -------- | -------- |\n| [Build RAG with Milvus](https://milvus.io/docs/build-rag-with-milvus.md) |  RAG | vector search |\n| [Advanced RAG Optimizations](https://milvus.io/docs/how_to_enhance_your_rag.md) | RAG | vector search, full text search |\n| [Full Text Search with Milvus](https://milvus.io/docs/full_text_search_with_milvus.md) | Text Search | full text search |\n| [Hybrid Search with Milvus](https://milvus.io/docs/hybrid_search_with_milvus.md) | Hybrid Search | hybrid search, multi vector, dense embedding, sparse embedding |\n| [Image Search with Milvus](https://milvus.io/docs/image_similarity_search.md) | Semantic Search | vector search, dynamic field |\n| [Multimodal Search using Multi Vectors](https://milvus.io/docs/multimodal_rag_with_milvus.md) | Semantic Search | multi vector, hybrid search |\n| [Movie Recommendation with Milvus](https://milvus.io/docs/movie_recommendation_with_milvus.md) | Recommendation System | vector search |\n| [Graph RAG with Milvus](https://milvus.io/docs/graph_rag_with_milvus.md) | RAG | graph search |\n| [Use Milvus as a LangChain Vector Store](https://milvus.io/docs/basic_usage_langchain.md) | RAG | vector search |\n| [RAG with Milvus and LlamaIndex](https://milvus.io/docs/integrate_with_llamaindex.md) | RAG | vector search |\n| [Contextual Retrieval with Milvus](https://milvus.io/docs/contextual_retrieval_with_milvus.md) | Quickstart | vector search |\n| [Vector Visualization](https://milvus.io/docs/vector_visualization.md) | Quickstart | vector search |\n| [HDBSCAN Clustering with Milvus](https://milvus.io/docs/hdbscan_clustering_with_milvus.md) | Quickstart | vector search |\n| [Use ColPali for Multi-Modal Retrieval with Milvus](https://milvus.io/docs/use_ColPali_with_milvus.md) | Quickstart | vector search |\n\n\n## :fire: Community\n\nJoin the Milvus community on [Discord](https://discord.gg/8uyFbECzPX) to share your suggestions, advice, and questions with our engineering team.\n\nTo learn latest news about Milvus, follow us on social media:\n\n- [X](https://twitter.com/milvusio)\n- [LinkedIn](https://www.linkedin.com/company/the-milvus-project)\n- [Youtube](https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g)\n- [Medium](https://medium.com/@milvusio)\n\nYou can also check out our [FAQ page](https://milvus.io/docs/performance_faq.md) to discover solutions or answers to your issues or questions, and subscribe to Milvus mailing lists:\n\n- [Technical Steering Committee](https://lists.lfai.foundation/g/milvus-tsc)\n- [Technical Discussions](https://lists.lfai.foundation/g/milvus-technical-discuss)\n- [Announcement](https://lists.lfai.foundation/g/milvus-announce)\n\nLet's accelerate your Milvus journey together!","funding_links":[],"categories":["Python","向量数据库、向量搜索、最近邻搜索","HTML"],"sub_categories":["网络服务_其他"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fbootcamp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmilvus-io%2Fbootcamp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmilvus-io%2Fbootcamp/lists"}