SkillAgentSearch skills...

Bootcamp

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

Install / Use

/learn @milvus-io/Bootcamp

README

<img src="pics/logo.png" alt="milvus bootcamp banner"> <div class="column" align="middle"> <a href="https://github.com/milvus-io/bootcamp/blob/master/LICENSE"><img height="20" src="https://img.shields.io/github/license/milvus-io/bootcamp" alt="license"/></a> <a href="https://milvus.io"><img src="https://img.shields.io/badge/milvus-blue" alt="milvus"/></a> <a href="https://cloud.zilliz.com/signup?utm_source=partner&utm_medium=referral&utm_campaign=2024-11-04_web_github-readme_global"><img src="https://img.shields.io/badge/zilliz-green" alt="fully-managed-milvus"/></a> <a href="https://milvus.io/slack"><img src="https://img.shields.io/badge/Slack-%234A154B.svg?style=flat&logo=slack&logoColor=white" alt="slack"/></a> <a href="https://discord.gg/mKc3R95yE5"><img height="20" src="https://img.shields.io/badge/Discord-%235865F2.svg?style=for-the-badge&logo=discord&logoColor=white" alt="discord"/></a> <a href="https://x.com/milvusio"><img src="https://img.shields.io/twitter/follow/milvusio" alt="twitter"/></a> </div>

: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.

<table> <tr> <td width="30%"> <a href="https://milvus.io/milvus-demos"> <img src="https://assets.zilliz.com/image_search_59a64e4f22.gif" /> </a> </td> <td width="30%"> <a href="https://milvus.io/milvus-demos"> <img src="https://assets.zilliz.com/qa_df5ee7bd83.gif" /> </a> </td> <td width="30%"> <a href="https://milvus.io/milvus-demos"> <img src="https://assets.zilliz.com/mole_search_76f8340572.gif" /> </a> </td> </tr> <tr> <th> <a href="https://milvus.io/milvus-demos">Image Search</a> </th> <th> <a href="https://milvus.io/milvus-demos">RAG</a> </th> <th> <a href="https://milvus.io/milvus-demos">Drug Discovery</a> </th> </tr> </table>

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 |

: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!

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