diff --git a/README.md b/README.md index a68438e6b2..d26d9a3329 100644 --- a/README.md +++ b/README.md @@ -89,25 +89,34 @@ Milvus is designed to handle vector search at scale. Users can store vectors, wh Milvus is trusted by AI developers to build applications such as text and image search, Retrieval-Augmented Generation (RAG), and recommendation systems. Milvus powers [many mission-critical business]((https://milvus.io/use-cases)) for startups and enterprises. -## Demos and Tutorials +## Demos and Tutorials + 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 | +You 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. + +| Tutorial | Use Case | Related Milvus Features | | -------- | -------- | --------- | -| [Build RAG with Milvus](build-rag-with-milvus.md) | RAG | vector search | -| [Multimodal RAG with Milvus](multimodal_rag_with_milvus.md) | RAG | vector search, dynamic field | -| [Image Search with Milvus](image_similarity_search.md) | Semantic Search | vector search, dynamic field | -| [Hybrid Search with Milvus](hybrid_search_with_milvus.md) | Hybrid Search | hybrid search, multi vector, dense embedding, sparse embedding | -| [Multimodal Search using Multi Vectors](multimodal_rag_with_milvus.md) | Semantic Search | multi vector, hybrid search | -| [Recommender System](recommendation_system.md) | Recommendation System | vector search | -| [Video Similarity Search](video_similarity_search.md) | Semantic Search | vector search | -| [Audio Similarity Search](audio_similarity_search.md) | Semantic Search | vector search | -| [DNA Classification](dna_sequence_classification.md) | Classification | vector search | -| [Graph RAG with Milvus](graph_rag_with_milvus.md) | RAG | vector search | -| [Contextual Retrieval with Milvus](contextual_retrieval_with_milvus.md) | RAG, Semantic Search | vector search | -| [HDBSCAN Clustering with Milvus](hdbscan_clustering_with_milvus.md) | Clustering | vector search | -| [Use ColPali for Multi-Modal Retrieval with Milvus](use_ColPali_with_milvus.md) | RAG, Semantic Search | vector search | -| [Vector Visualization](vector_visualization.md) | Data Visualization | vector search | +| [Build RAG with Milvus](https://milvus.io/docs/build-rag-with-milvus.md) | RAG | vector search | +| [Multimodal RAG with Milvus](https://milvus.io/docs/multimodal_rag_with_milvus.md) | RAG | vector search, dynamic field | +| [Image Search with Milvus](https://milvus.io/docs/image_similarity_search.md) | Semantic Search | vector search, dynamic field | +| [Hybrid Search with Milvus](https://milvus.io/docs/hybrid_search_with_milvus.md) | Hybrid Search | hybrid search, multi vector, dense embedding, sparse embedding | +| [Multimodal Search using Multi Vectors](https://milvus.io/docs/multimodal_rag_with_milvus.md) | Semantic Search | multi vector, hybrid search | +| [Question Answering System](https://milvus.io/docs/question_answering_system.md) | Question Answering | vector search | +| [Recommender System](https://milvus.io/docs/recommendation_system.md) | Recommendation System | vector search | +| [Video Similarity Search](https://milvus.io/docs/video_similarity_search.md) | Semantic Search | vector search | +| [Audio Similarity Search](https://milvus.io/docs/audio_similarity_search.md) | Semantic Search | vector search | +| [DNA Classification](https://milvus.io/docs/dna_sequence_classification.md) | Classification | vector search | +| [Text Search Engine](https://milvus.io/docs/text_search_engine.md) | Semantic Search | vector search | +| [Search Image by Text](https://milvus.io/docs/text_image_search.md) | Semantic Search | vector search | +| [Image Deduplication](https://milvus.io/docs/image_deduplication_system.md) | Deduplication | vector search | +| [Graph RAG with Milvus](https://milvus.io/docs/graph_rag_with_milvus.md) | RAG | graph search | +| [Contextual Retrieval with Milvus](https://milvus.io/docs/contextual_retrieval_with_milvus.md) | Quickstart | vector search | +| [HDBSCAN Clustering with Milvus](https://milvus.io/docs/hdbscan_clustering_with_milvus.md) | Quickstart | vector search | +| [Use ColPali for Multi-Modal Retrieval with Milvus](https://milvus.io/docs/use_ColPali_with_milvus.md) | Quickstart | vector search | +| [Vector Visualization](https://milvus.io/docs/vector_visualization.md) | Quickstart | vector search | +| [Movie Recommendation with Milvus](https://milvus.io/docs/movie_recommendation_with_milvus.md) | Recommendation System | vector search | +| [Funnel Search with Matryoshka Embeddings](https://milvus.io/docs/funnel_search_with_matryoshka.md) | Quickstart | vector search | diff --git a/README_CN.md b/README_CN.md index f27a3709f3..65c2f13c22 100644 --- a/README_CN.md +++ b/README_CN.md @@ -100,6 +100,33 @@ $ make milvus ## 入门指南 +### 教程 + +你可以从[教程概述](https://milvus.io/docs/tutorials-overview.md)中,找到涵盖 RAG(检索增强生成)、语义搜索、混合搜索、问答、推荐系统等主题以及各种快速入门指南。这些资源旨在帮助你快速高效地入门。 + +| 教程 | 使用场景 | 相关 Milvus 功能 | +| -------- | -------- | --------- | +| [使用 Milvus 构建 RAG](https://milvus.io/docs/build-rag-with-milvus.md) | RAG | 向量搜索 | +| [使用 Milvus 构建多模态 RAG](https://milvus.io/docs/multimodal_rag_with_milvus.md) | RAG | 向量搜索, 动态字段 | +| [使用 Milvus 进行图像搜索](https://milvus.io/docs/image_similarity_search.md) | 语义搜索 | 向量搜索, 动态字段 | +| [使用 Milvus 进行混合搜索](https://milvus.io/docs/hybrid_search_with_milvus.md) | 混合搜索 | 混合搜索, 多向量, 密集嵌入, 稀疏嵌入 | +| [使用多向量实现多模态搜索](https://milvus.io/docs/multimodal_rag_with_milvus.md) | 语义搜索 | 多向量, 混合搜索 | +| [问答系统](https://milvus.io/docs/question_answering_system.md) | 问答系统 | 向量搜索 | +| [推荐系统](https://milvus.io/docs/recommendation_system.md) | 推荐系统 | 向量搜索 | +| [视频相似性搜索](https://milvus.io/docs/video_similarity_search.md) | 语义搜索 | 向量搜索 | +| [音频相似性搜索](https://milvus.io/docs/audio_similarity_search.md) | 语义搜索 | 向量搜索 | +| [DNA 分类](https://milvus.io/docs/dna_sequence_classification.md) | 分类 | 向量搜索 | +| [文本搜索引擎](https://milvus.io/docs/text_search_engine.md) | 语义搜索 | 向量搜索 | +| [通过文本搜索图像](https://milvus.io/docs/text_image_search.md) | 语义搜索 | 向量搜索 | +| [图像去重](https://milvus.io/docs/image_deduplication_system.md) | 重复数据删除 | 向量搜索 | +| [使用 Milvus 构建图形 RAG](https://milvus.io/docs/graph_rag_with_milvus.md) | RAG | 图搜索 | +| [使用 Milvus 进行上下文检索](https://milvus.io/docs/contextual_retrieval_with_milvus.md) | 快速入门 | 向量搜索 | +| [使用 Milvus 进行 HDBSCAN 聚类](https://milvus.io/docs/hdbscan_clustering_with_milvus.md) | 快速入门 | 向量搜索 | +| [使用 ColPali 实现多模态检索](https://milvus.io/docs/use_ColPali_with_milvus.md) | 快速入门 | 向量搜索 | +| [向量可视化](https://milvus.io/docs/vector_visualization.md) | 快速入门 | 向量搜索 | +| [基于 Milvus 的电影推荐](https://milvus.io/docs/movie_recommendation_with_milvus.md) | 推荐系统 | 向量搜索 | +| [使用 Matryoshka 嵌入进行漏斗搜索](https://milvus.io/docs/funnel_search_with_matryoshka.md) | 快速入门 | 向量搜索 | + ### 应用场景