Use cases / Machine Learning & GenAI

Machine Learning & GenAI

The ultimate real-time database to power Machine Learning workloads. With ClickHouse, it's easier than ever to unleash GenAI on your analytics data.

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Simplify your data stack by eliminating the need for ML-specific data stores

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Use lightning-fast aggregations for data preparation, powering model training at petabyte scale

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Execute fast and efficient vector search with linear and approximate techniques

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Plug-and-play pre-built models directly, from any provider

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Develop with the ML tools you already love through our extensive suite of integrations

Find out why companies are using ClickHouse to power their AI workloads.

**Best-in-class ingestion rates** built to handle continuous streams of data so you can rely on the most up-to-date information to fuel accurate predictions and results.

Best-in-class ingestion rates built to handle continuous streams of data so you can rely on the most up-to-date information to fuel accurate predictions and results.

**Unparalleled query performance at scale**. Query billions of rows in milliseconds. Reduce iteration times and maximize efficiency with your data.

Unparalleled query performance at scale. Query billions of rows in milliseconds. Reduce iteration times and maximize efficiency with your data.

**Powerful automatic scaling** that's designed to handle unpredictable workloads. Focus on machine learning without worrying about your infrastructure.

Powerful automatic scaling that's designed to handle unpredictable workloads. Focus on machine learning without worrying about your infrastructure.

Available as an **in-process OLAP SQL engine for Python**. Leverage the full power of ClickHouse, directly in your Python code with [chDB](/blog/welcome-chdb-to-clickhouse).

Available as an in-process OLAP SQL engine for Python. Leverage the full power of ClickHouse, directly in your Python code with chDB.

System overview

ClickHouse for ML & AI

ClickHouse is purpose-built to make deriving insights from complex data effortless. No matter how much data you're working with. Whether you're extracting valuable information for model training and evaluation through aggregations, running inference through our User Defined Functions, or performing vector search, ClickHouse enables you to maximize data efficiency and unlock the power of AI for any application.

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