KNN is a supervised machine learning technique and algorithm for classification and regression. This post is the ultimate guide to KNN. 

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Zilliz

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What Is K-Nearest Neighbors (KNN) Algorithm in ML? 

What is the K-Nearest Neighbors (KNN) Algorithm in Machine Learning?

This simple guide walks you through using your vector database to store and search your structured data.

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Milvus/Zilliz supports CRUD over "traditional" data formats such as JSON. This guide walks you through using a vectorstore to manage your vectorless data.

Using Your Vector Database as a JSON (or Relational) Datastore

Zilliz Cloud's new features drive huge business impact for real-world use cases like autonomous agents, recommenders, and AI-powered drug discovery. 

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Zilliz Cloud: The Best Vector Database Just Got Better

The Best Vector Database Just Got Better

Learn what vector search is and the metrics pertinent to decide the distance (or similarity) between objects.

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Introduction to Vector Similarity Search

Vector similarity search explained through a word embedding example.

My stories with machine learning, vector searching, and Zilliz

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Frank Liu: Why I Joined a Vector Database Company

My passion for vector searching led me to Zilliz

This tutorial analyzes the components of a modern indexer before going over two simplest indexing strategies - flat indexing and inverted file (IVF) indexes.

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Everything You Need to Know about Vector Index Basics

Vector Index Basics and the Inverted File Index 

A hands-on dive into scalar quantization (integer quantization) and product quantization with Python.

Vector Database 101

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Scalar Quantization and Product Quantization

Learn about Scalar Quantization and Product Quantization

Here at Zilliz, we take data security very seriously. Learn how Zilliz Cloud protects your data.

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How Zilliz Cloud Protects Your Data

Here at Zilliz, we take data security very seriously.

We are proud to announce that we'll be providing embedding model integrations - a way to connect your Milvus and/or Zilliz Cloud database to open source or paid embedding models.

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Embedding model integrations - a way to connect your Milvus and/or Zilliz Cloud database to open source or paid embedding models.

How to Integrate OpenAI Embedding API with Zilliz Cloud

Embedding model integrations is now available -  a way to connect your Milvus and/or Zilliz Cloud database to open source or paid embedding models. 

#Learn what ANN (Artificial Neural Networks) in Machine Learning are used for, how ANNs work and more.

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All You Need to Know About  ANN Machine Learning

Learn what ANN (Artificial Neural Networks) in Machine Learning are used for, how ANNs work and more.

K-means clustering, K-means algorithm, K-means clustering algorithm - want to know more about them? This article has everything you should know about clustering.

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Understanding K-means Clustering Algorithm in Machine Learning

Understanding K-means Clustering in Machine Learning - Zilliz Vector database blog

Milvus vector database supports two modes of deployments: standalone and cluster. 

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Milvus Quickstart: Install Milvus Vector Database in 5 Minutes

Getting started with Milvus - the world's most popular open-source vector database.

Zilliz tells the story about building the world's very first open-source vector database, Milvus. The start, the pivotal, and the future.

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Introduction to Milvus Vector Database

How we built the world's most popular open-source vector database.

Buckle up for the first tutorial in our Vector Database 101 series and untangle the intricacy around Milvus with us every week. 

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Introduction to Unstructured Data

Everything about unstructured data - what they are, how they differ from traditional data types, and the paradigm shift called for by the need to efficiently process them.

The next-generation vector databases should be equipped with long-term evolvability, tunable consistency, good elasticity, and high performance. The cloud-native architecture and data processing workflow of Manu makes it perfectly suitable for unstructured data search and analytics.

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Anatomy of A Cloud Native Vector Database Management System 

The design of Manu, a cloud-native vector database transcends the philosophies of traditional database management systems. 

Run semantic search queries on ~640K papers in <50ms using Dask, SBERT SPECTRE, and Milvus Vector database

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ArXiv Papers Vector Similarity Search with Milvus 2.1

ArXiv Scientific Papers Vector Similarity Search with Milvus 2.1

Zilliz Cloud is a fully-managed vector database service that unlocks powerful similarity search for enterprise users with easy deployment and high-level security. Apply for early access now.

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Introducing Zilliz Cloud : Fully-managed Vector Database Cloud Service in Preview

Zilliz Cloud, a fully-managed vector database service built around Milvus, is now in private preview and available for free to select customers. 

What are vector databases? How do they differ from traditional databases? How can vector databases help companies from enterprises to startups? Find all that and more in the podcast interview with Frank Liu at Zilliz.

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Podcast: Using AI to Supercharge Data-Driven Applications with Zilliz

Frank Liu shares how vector databases tackle data challenges on That Digital Show.

Zilliz launched Attu - a GUI tool designed specifically for Milvus 2.0. You can use the intuitive Attu web console to manage your vector database in a simple and straightforward manner.

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Manage Your Milvus Vector Database with One-click Simplicity

Attu - a Milvus GUI Tool.

Zilliz team has won the first place in the Disk-based ANN Search track in NeurIPS 2021. 

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Zilliz Triumphed in Billion-Scale ANN Search Challenge of NeurIPS 2021

Zilliz team has won the first place in the Disk-based ANN Search track in NeurIPS 2021.

This article introduces Milvus_CLI and helps you complete common tasks.

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Get started with Milvus_CLI

Learn how to install, connect to, and use Milvus_CLI.

the minimal workflow of a recommender system

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Elevate Candidate Generation in Recommenders Using Milvus & PaddlePaddle

Accelerating Candidate Generation in Recommender Systems Using Milvus paired with PaddlePaddle

In the era of Big Data, what database technologies and applications will come into the limelight? What will be the next game-changer?

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Frustrated with New Data? Our Vector Database can Help

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

Withdrew from Oracle to zero in on unstructured data processing


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Zilliz CEO Shared Start-up Experience in 2021 SYNC

Withdrew from Oracle to zero in on unstructured data processing

Use ONNX to process multiple models of CV (computer vision), and combine multiple models with Milvus for similar vector retrieval to get similar images.

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Combine AI Models for Image Search using ONNX and Milvus

DiskANN is an advanced method for index building and searching on a billion-scale dataset using a single machine with 64GB of RAM and a large enough SSD. 

Disk-based DiskANN: High Recall and QPS on Billion-scale Datasets

The paper introduces a state-of-the-art method to perform index building and search on the billion-scale dataset using a single machine with only 64GB of RAM and a large enough SSD. 

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