bootcamp  by milvus-io

Interactive tutorials for mastering Milvus vector database

Created 6 years ago
2,263 stars

Top 19.9% on SourcePulse

GitHubView on GitHub
1 Expert Loves This Project
Project Summary

This repository provides an interactive learning environment for Milvus, a vector database. It offers tutorials, demos, and use cases for developers and researchers working with unstructured data, enabling them to build AI applications like semantic search, RAG, and recommendation systems.

How It Works

The bootcamp utilizes Jupyter notebooks to guide users through various Milvus functionalities. It demonstrates integration with popular frameworks like LangChain and LlamaIndex, showcasing features such as vector search, full-text search, hybrid search, and multimodal retrieval using multi-vectors.

Quick Start & Requirements

  • Install: Primarily through Jupyter notebooks, implying a Python environment.
  • Prerequisites: Python, Jupyter Notebook. Specific Milvus installation details are likely within the notebooks.
  • Resources: Requires a working Python environment and familiarity with Jupyter.

Highlighted Details

  • Comprehensive tutorials covering RAG, semantic search, hybrid search, and recommendation systems.
  • Demos for image search, RAG, and drug discovery.
  • Examples of integrating Milvus with LangChain and LlamaIndex.
  • Explores advanced topics like multimodal search and graph RAG.

Maintenance & Community

  • Active community engagement via Discord.
  • Presence on X, LinkedIn, YouTube, and Medium for news and updates.
  • FAQ page and mailing lists for support and discussions.

Licensing & Compatibility

  • The README does not explicitly state the license for this bootcamp repository. Milvus itself is typically Apache 2.0 licensed, but this specific project's license needs verification.

Limitations & Caveats

  • The repository focuses on demonstrating Milvus use cases and does not appear to be a standalone application or library; it requires Milvus to be installed and configured separately.
Health Check
Last Commit

1 month ago

Responsiveness

1 day

Pull Requests (30d)
1
Issues (30d)
1
Star History
20 stars in the last 30 days

Explore Similar Projects

Starred by Chang She Chang She(Cofounder of LanceDB), Carol Willing Carol Willing(Core Contributor to CPython, Jupyter), and
11 more.

lancedb by lancedb

0.8%
8k
Embedded retrieval engine for multimodal AI
Created 2 years ago
Updated 1 day ago
Feedback? Help us improve.