COMMUNITY

Join us at our next one in San Francisco is on July 16, 2024. Please register early because they fill up fast! We will be joined by

• Alexandre Bonnet, Lead ML Solutions Engineer, Encord
• Joe Maionchi, VP R&D, and Hendrik Krack, Developer Advocate, Aparavi
• Frank Liu, Head of AI/ML, Zilliz

If you can't make it in person, join the Twitch channel or take a look at all of the recordings from all of our locations!

Tutorials with Milvus Lite

Milvus Lite, a lightweight vector database that runs locally within your Python application. Based on the popular open-source Milvus vector database, Milvus Lite reuses the core components for vector indexing and query parsing while removing elements designed for high scalability in distributed systems.

• How to Connect to Milvus Lite Using LangChain and LlamaIndex
• Introducing PyMilvus Integration with Embedding Models

ARTICLES

Retrieval Augmented Generation (RAG)

• Simplifying Legal Research with RAG, Milvus, and Ollama
• Build Better Multimodal RAG Pipelines with FiftyOne, LlamaIndex, and Milvus
• Safeguarding Data Integrity: On-Prem RAG Deployment with LLMware and Milvus
• Infrastructure Challenges in Scaling RAG with Custom AI Models

GITHUB REPOS

Milvus Milvus is an open-source vector database built to power embedding similarity search and AI applications.

Akcio: Enhancing LLM-Powered ChatBot with CVP Stack A full chatbot app all open-source for you to try out for your self!

GPT Cache. GPTCache is an open-source tool designed to improve the efficiency and speed of GPT-based applications by implementing a cache to store the responses generated by language models.

VectorDBBench. VectorDBBench is an open-source benchmarking tool to help you evaluate the performance of mainstream vector databases and cloud services with yoru specific use case.