Milvus Adventures August 14, 2024

COMMUNITY

Bussin' summer indeed! We have had a lot of legit talks from so many people representing some cool GenAI projects. If you are feeling FOMO, you should! But we got you covered because all the talks are recorded for you viewing pleasure.

• Unstructured Data SF Meetup video

  • Tim Spann, Principal DevRel, Zilliz
  • Bill Reynolds, CTO, Quarbine
  • Corey Nolet, Principal Engineer, NVIDIA
  • Jacob Marks, Senior Machine Learning Engineer and Researcher, Voxel51

• Unstructured Data Palo Alto Meetup video

  • James Le, Head of Developer Experience, TwelveLabs
  • Bill Zhang, Software Engineer, Zilliz
  • Sriharsha Yayi (Senior Product Manager) & Derek Wang (Principal Software Engineer), Intuit

• Unstructured Data NYC Meetup video

  • Charles Xie, CEO, Zilliz
  • Robertson Taylor, Solutions Engineer, marqo.ai
  • Aamir Shakir, Co-founder, mixedbread.ai

Get stuck in on Multimodal RAG

Vanilla RAG is so 2023. We are getting hyped on Multimodl RAG this summer!

• Gemini RAG Building a Multimodal RAG with Gemini 1.5, BGE-M3, Milvus Lite, and LangChain
• Clip and Llama3 RAG Build a multimodal RAG locally with CLIP and Llama3
• What is Multimodal Retrieval-Augmented Generation (RAG)
• Build Better Multimodal RAG Pipelines with FiftyOne, LlamaIndex, and Milvus
• Exploring OpenAI CLIP: The Future of Multi-Modal AI Learning

Vector Embedding, the magic behind vector search

You probably heard about how vector embeddings can be used for Semantic Similarity Search, but let's go a little deeper and learn more about how these arrays of numbers achieve their super power!

• Intro to NLP: Tokens, N-Grams, and Bag-of-Words Models
• Neural networks and LLMs
• Sparse and Dense Embeddings
• Learned Sparse Embeddings
• Generating sparse embeddings
• SPLADE vs BM25

Vector Index basic

• What is FAISS
• Migrating to Mivlus from FAISS

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.