Retrieval Augmented Generation (rag)

Milvus is a cloud-native distributed vector database for scalable ANN search over embeddings. It supports HNSW, IVF, DiskANN, GPU indexes, BM25 full text and hybrid dense/sparse search, making it a common retrieval backend for RAG and multimodal AI apps.

RAG | Go · vector-database · ANN-search

Collection of Jupyter notebooks and example apps showing AI-powered search with Elasticsearch as a vector database. Covers RAG, hybrid/semantic search, LangChain and OpenAI integrations, and document chunking for LLM applications.

RAG | Jupyter Notebook · vector-search · semantic-search