Using Embedded Milvus to Instantly Install and Run Milvus with Python

A Python user-friendly Milvus version that makes installation more flexible.

How to Use String Data to Empower Your Similarity Search Applications

Use string data to streamline the process of building your own similarity search applications.

Building an Intelligent Wardrobe Customization System Powered by Milvus Vector Database

Using similarity search technology to unlock the potential of unstructured data, even like wardrobes and its components!

How Short-video Platform Likee Removes Duplicate Videos with Milvus

Learn how Likee uses Milvus to identify duplicate videos in milliseconds.

Scalable and Blazing Fast Similarity Search with Milvus Vector Database

Store, index, manage and search trillions of document vectors in milliseconds!

Zhentu - the Photo Fraud Detector Based on Milvus

How is Zhentu's detection system built with Milvus as its vector search engine?

Raft or not? The Best Solution to Data Consistency in Cloud-native Databases

Why consensus-based replication algorithm is not the silver bullet for achieving data consistency in distributed databases?

What Powers Similarity Search in Milvus Vector Database?

And no, it's not Faiss.

How Does the Database Understand and Execute Your Query?

A vector query is the process of retrieving vectors via scalar filtering.

Open Source Software (OSS) Quality Assurance - A Milvus Case Study

Quality assurance is a process of determining whether a product or service meets certain requirements.

A Small Step for Milvus - 10,000 Stars

We recently hit an incredible milestone in the journey of vector database - over 10K stars on the GitHub repo of Milvus.

Using the Milvus Vector Database for Real-Time Query

Learn about the underlying mechanism of real-time query in Milvus.

Data Insertion and Data Persistence in a Vector Database

Learn about the mechanism behind data insertion and data persistence in Milvus vector database.

How Is Data Processed in a Vector Database?

Milvus provides a data management infrastructure essential for production AI applications. This article unveils the intricacies of data processing inside.

An Introduction to Milvus Python SDK and API

Learn how SDKs interact with Milvus and why ORM-style API helps you better manage Milvus.

Building a Vector Database for Scalable Similarity Search

The first one in a blog series to take a closer look at the thought process and design principles behind the building of the most popular open-source vector database.

Manage Your Milvus Vector Database with One-click Simplicity

Attu - a GUI tool for Milvus 2.0.

How Milvus Balances Query Load across Nodes?

Milvus 2.0 supports automatic load balance across query nodes.

How to Compact Data in Milvus?

Compaction is a new feature released in Milvus 2.0 that helps you save storage space.

How Bitset Enables the Versatility of Vector Similarity Search

Learn how bitset is used to enable several important features in Milvus.

How Milvus Deletes Streaming Data in a Distributed Cluster

The cardinal design behind the deletion function in Milvus 2.0, the world's most advanced vector database.

Milvus 2.0 - A Glimpse at New Features

Check out the Newest Features of Milvus 2.0.

Announcing General Availability of Milvus 2.0

An easy way to handle massive high-dimensional data

The Story of SmartNews - from a Milvus User to an Active Contributor

Learn about the story of SmartNews, both a Milvus user and contributor.

Milvus in 2021 - Year in Review

Learn what Milvus community has achieved and what's in store for year 2022.

Get started with Milvus_CLI

This article introduces Milvus_CLI and helps you complete common tasks.

Evolution of Milvus Cloud-scalable Vector Database

The thinking process of how we designed the new Milvus database cluster architecture.

Milvus in IP Protection：Building a Trademark Similarity Search System with Milvus

Learn how to apply vector similarity search in the industry of IP protection.

Accelerating Candidate Generation in Recommender Systems Using Milvus paired with PaddlePaddle

the minimal workflow of a recommender system

Run Milvus 2.0 on Windows

This tutorial introduces how to run Milvus 2.0 on Windows.

It's a Wrap! Milvus Hacktoberfest 2021

Thank you to everyone who participated in Milvus Hacktoberfest 2021!

How to Modify Milvus Advanced Configurations

How to modify the configuration of Milvus deployed on Kubernetes

Frustrated with New Data? Our Vector Database can Help

Design and Practice of AI-oriented General-purpose Vector Database Systems

Technical Sharing:Apply Configuration Changes on Milvus 2.0 using Docker Compose

Learn how apply configuration changes on Milvus 2.0

Building a Video Analysis System with Milvus Vector Database

Learn how Milvus powers the AI analysis of video contents.

Milvus To Participate In Hacktoberfest 2021

Everyone is welcome!

Combine AI Models for Image Search using ONNX and Milvus

how to use multiple models for image search based on ONNX and Milvus

DiskANN, A Disk-based ANNS Solution with High Recall and High QPS on Billion-scale Dataset

Implement Milvus CLI by Python Click

Introduce how to implement a CLI based on Python Click.

DNA Sequence Classification based on Milvus

Use Milvus, an open-source vector database, to recognize gene families of DNA sequences. Less space but higher accuracy.

Paper Reading｜HM-ANN When ANNS Meets Heterogeneous Memory

HM-ANN Efficient Billion-Point Nearest Neighbor Search on Heterogeneous Memory

Milvus 2.0 Redefining Vector Database

Milvus 2.0 is available now. This refactored, cloud-native version powers image/video search, chatbots, and many more AI applications.

Building a Personalized Product Recommender System with Vipshop and Milvus

Milvus makes it easy to provide the personalized recommendation service to users.

Audio Retrieval Based on Milvus

Audio retrieval with Milvus makes it possible to classify and analyze sound data in real time.

MilMil A Milvus-powered FAQ Chatbot that Answers Questions About Milvus

Using open-source vector search tools to build a question answering service.

Quickly Test and Deploy Vector Search Solutions with the Milvus 2.0 Bootcamp

Build, test, and customize vector similarity search solutions with Milvus, an open-source vector database.

Building a Wardrobe and Outfit Planning App with Milvus

Discover how Milvus, an open-source vector database, is used by Mozat to power a fashion app that offers personalized style recommendations and an image search system.

Building a Milvus Cluster Based on JuiceFS

Learn how to build a Milvus cluster based on JuiceFS, a shared file system designed for cloud-native environments.

Building an Intelligent News Recommendation System Inside Sohu News App

Learn how Milvus was used to build an intelligent news recommendation system inside an app.

Accelerating Compilation 2.5X with Dependency Decoupling & Testing Containerization

Discover how zilliz to reduce compile times 2.5x using dependency decoupling and containerization techniques for large-scale AI and MLOps projects.

Inside Milvus 1.1.0

Milvus v1.1.0 has arrived! New features, improvements, and bug fixes are available now.

Accelerating AI in Finance with Milvus, an Open-Source Vector Database

Milvus can be used to build AI applications for the finance industry including chatbots, recommender systems, and more.

Building a Search by Image Shopping Experience with VOVA and Milvus

Discover how Milvus, an open-source vector database, was used by e-commerce platform VOVA to power shopping by image.

What's Inside Milvus 1.0?

Milvus v1.0 is available now. Learn about the Milvus fundamentals as well as key features of Milvus v1.0.

Making with Milvus Detecting Android Viruses in Real Time for Trend Micro

Learn how Milvus is used to mitigate threats to critical data and strengthen cybersecurity with real-time virus detection.

Build Semantic Search at Speed

Learn more about using semantic machine learning methodologies to power more relevant search results across your organization.

Milvus V1.0 is coming

Today we proudly announce the release of Milvus V1.0.

How to Make 4 Popular AI Applications with Milvus

Milvus accelerates machine learning application development and machine learning operations (MLOps). With Milvus, you can rapidly develop a minimum viable product (MVP) while keeping costs at lower limits.

Operationalize AI at Scale with Software 2.0, MLOps, and Milvus

MLOps is superseding DevOps as we make the transition to Software 2.0. Find what model operations is, and how the open-source vector database Milvus supports it.

Making With Milvus AI-Infused Proptech for Personalized Real Estate Search

AI is transforming the real estate industry, discover how intelligent proptech accelerates the home search and purchase process.

Extracting Event Highlights Using iYUNDONG Sports App

Making with Milvus Intelligent image retrieval system for sports App iYUNDONG

Introducing Milvus Data Migration Tool

Learn how to use Milvus data migration tool to greatly improve efficiency of data management and reduce DevOps costs.

Milvus 1.0 The World's Most Popular Open-Source Vector Database Just Got Better

Milvus v1.0, a stable, long-term support version, is available now. Milvlus powers image/video search, chatbots, and many more AI applications.

Building Personalized Recommender Systems with Milvus and PaddlePaddle

How to build a deep learning powered recommender system

How we used semantic search to make our search 10x smarter

Milvus Was Built for Massive-Scale (Think Trillion) Vector Similarity Search

Explore the power of open-source in your next AI or machine learning project. Manage massive-scale vector data and power similarity search with Milvus.

Milvus Is an Open-Source Scalable Vector Database

Build powerful machine learning applications and manage massive-scale vector data with Milvus.

Vector Similarity Search Hides in Plain View

Discover what vector similarity search is, its various applications, and the public resources making artificial intelligence more accessible than ever.

Set Up Milvus in Google Colaboratory for Easy ML Application Building

Google Colab makes developing and testing machine learning applications a breeze. Learn how to setup Milvus in Colab for better massive-scale vector data management.

Building a Graph-based Recommendation System with Milvus, PinSage, DGL, and MovieLens Datasets

Recommender systems can generate revenue, reduce costs, and offer a competitive advantage. Learn how to build one for free with open-source tools.

Thanks to Milvus, Anyone Can Build a Vector Database for 1+ Billion Images

AI and open-source software make it possible to build a reverse image search engine with just one server and 10 lines of code. Search 1+ billion images in real time and more with Milvus, an open-source vector data management platform.

Milvus performance on AVX-512 vs. AVX2

Discover how Milvus performs on AVX-512 vs. AVX2 using a variety of different vector indexes.

ArtLens AI Share Your View

Artificial Intelligence Offers a New Way to Find Your View in the CMA Collection

Item-based Collaborative Filtering for Music Recommender System

A case study with WANYIN APP

4 Steps to Building a Video Search System

Searching for videos by image with Milvus

How Milvus Realizes the Delete Function

In Milvus v0.7.0 we came up with a brand new design to make deletion more efficient and support more index types.

The Journey to Optimizing Billion-scale Image Search (2/2)

A user case of leveraging Milvus to build an image similarity search system for real-world business.

The Journey to Optimizing Billion-scale Image Search (1/2)

A case study with UPYUN. Learn about how Milvus stands out from traditional database solutions and helps to build an image similarity search system.

Building an AI-Powered Writing Assistant for WPS Office

Learn how Kingsoft leveraged Milvus, an open-source similarity search engine, to build a recommendation engine for WPS Office’s AI-powered writing assistant.

Making with Milvus AI-Powered News Recommendation Inside Xiaomi's Mobile Browser

Discover how Xiaomi leveraged AI and Milvus to build an intelligent news recommendation system capable of finding the most relevant content for users of its mobile web browser.

Building an Intelligent QA System with NLP and Milvus

The Next-Gen QA Bot is here

How Milvus Implements Dynamic Data Update And Query

Vector search is now more intuitive and convenient

Mishards — Distributed Vector Search in Milvus

How to scale out

How Does Milvus Schedule Query Tasks

The work behind the scene

How to Select Index Parameters for IVF Index

Best practices for IVF index

Accelerating New Drug Discovery

How to run molecular structure similarity analysis in Milvus

Milvus Metadata Management (2)

Fields in the Metadata Table

Milvus Metadata Management (2) Fields in the Metadata Table

Learn about the detail of the fields in metadata tables in Milvus.

Milvus Metadata Management (1)

Learnn about how to view metadata in the Milvus vector database.

Improvements of the Data File Cleanup Mechanism

Accelerating Similarity Search on Really Big Data with Vector Indexing

Without vector indexing, many modern applications of AI would be impossibly slow. Learn how to select the right index for your next machine learning application.

Managing Data in Massive-Scale Vector Search Engine