Vector Database Stories
From company news to technical tutorials – explore the most popular content on the Zilliz blog.
Engineering
Vectorizing and Querying EPUB Content with the Unstructured and Milvus
In this post, we explore the vectorization and retrieval of EPUB data using Milvus and the Unstructured framework, offering developers actionable insights for enhancing LLM performance.
Engineering
How to Build a LangChain RAG Agent with Reporting
This tutorial discussed building an AI Agent that does RAG using LangChain.
Engineering
Embedding and Querying Multilingual Languages with Milvus
This guide will explore the challenges, strategies, and approaches to embedding multilingual languages into vector spaces using Milvus and the BGE-M3 multilingual embedding model.
Engineering
Choosing the Right Embedding Model for Your Data
This blog touched on some popular embedding models used in RAG applications.
Engineering
Vectorizing JSON Data with Milvus for Similarity Search
This article explores how Milvus streamlines JSON data vectorization, ingestion, and similarity retrieval.
Engineering
Approximate Nearest Neighbor Search in Recommender Systems
ANN search is already integrated into the production stacks of the world’s most popular tools. Yury helps us understand the key concepts and background that have driven ANN’s adoption in large-scale recommender systems.
Engineering
Model Providers: Open Source vs. Closed-Source
In this article, we will examine the different providers, their pros and cons, and the implications of each. By the end, you will have the knowledge and understanding to make an informed choice between open-source and closed-source model providers.
Vector Database 101
Scaling Vector Databases to Meet Enterprise Demands
In this blog, we will explore the concept of database scalability and unravel Milvus's scaling capability. We will also introduce its scalability techniques and explore how they pave the way for unparalleled performance and innovation in unstructured data management.
Engineering
Multimodal RAG locally with CLIP and Llama3
A tutorial walks you through how to build a multimodal RAG with CLIP, Llama3, and Milvus.