Vector Database Stories
From company news to technical tutorials – explore the most popular content on the Zilliz blog.
Engineering
Pandas DataFrame: Chunking and Vectorizing with Milvus
If we store all of the data, including the chunk text and the embedding, inside of Pandas DataFrame, we can easily integrate and import them into the Milvus vector database.
Engineering
An Overview of Milvus Storage System and Techniques to Evaluate and Optimize Its Performance
This guide will delve into Milvus' architecture, break down its key storage components, and explore effective techniques to evaluate their performance. An Overview of Milvus Storage System and Techniques to Evaluate and Optimize Its Performance
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.
Vector Database 101
Integrating Vector Databases with Existing IT Infrastructure
As businesses navigate this dynamic AI landscape, integrating vector databases emerges as a crucial strategy for unlocking the full potential of AI-driven initiatives.
Vector Database 101
Unlocking Content Discovery Potential with Vector Databases
Semantic similarity search powered by machine learning models and vector databases, has emerged as a powerful solution, promising to transform how we navigate and unlock the full potential of our digital content.
Engineering
Kickstart Your Local RAG Setup: A Beginner's Guide to Using Llama 3 with Ollama, Milvus, and Langchain
Hands on guide to build a Ollama, Llama 3, and Milvus RAG
Case Study
Leveraging Vector Databases for Next-Level E-Commerce Personalization
Explore the concepts of vector embeddings and vector databases and their role in improving the user experience in e-commerce.
Vector Database 101
Ensuring High Availability of Vector Databases
Ensuring high availability is crucial for the operation of vector databases, especially in applications where downtime translates directly into lost productivity and revenue.
Engineering
Ranking Models: What Are They and When to Use Them?
Explore different ranking algorithms, their usage, and best practices. Uncover the real-world success stories of ranking algorithms and their evolution over time.