Engineering
Similarity Metrics for Vector Search
Exploring five similarity metrics for vector search: L2 or Euclidean distance, cosine distance, inner product, and hamming distance.
Engineering
How to Build a LangChain RAG Agent with Reporting
This tutorial discussed building an AI Agent that does RAG using LangChain.
Engineering
RAG Without OpenAI: BentoML, OctoAI and Milvus
In this tutorial we will use BentoML to serve embeddings, OctoAI to get the LLM and Milvus as our vector database.
Engineering
Everything You Need to Know About Zero Shot Learning
A comprehensive guide to Zero-Shot Learning, covering its methodologies, its relations with similarity search, and popular Zero-Shot Classification Models.
Engineering
Building an AI Agent for RAG with Milvus and LlamaIndex
A tutorial that walks you through building an AI agent for RAG using Milvus and LlamaIndex
Engineering
Building RAG Apps Without OpenAI - Part Two: Mixtral, Milvus and OctoAI
Learn how to build your RAG apps with Milvus, LangChain, and Mixtral hosted through OctoAI, instead of OpenAI models.
Engineering
Exploring Multimodal Embeddings with FiftyOne and Milvus
This post explored how multimodal embeddings work with Voxel51 and Milvus.
Engineering
An Introduction to Milvus Architecture
Exploring the architecture of Milvus and what makes it so scalable.
Engineering
Building RAG Apps Without OpenAI - Part One
Learn how to build a RAG app using the Milvus vector database, the Nebula LLM, and the MPNet V2 embedding model.