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What is Quantization?

Also called: Model compression

Quantization makes an AI model smaller by storing its numbers less precisely, so it runs on weaker devices too.

Example

A model shrinks from 16 to 5 gigabytes and then fits on your laptop.

For pros

8-, 5- or 4-bit variants are common. The stronger the quantization, the more quality may be lost, especially in maths and code.

Sources: huggingface.co, Wikipedia · Checked on 19 October 2026

Written by AI Compare Ninja with AI assistance and edited by us. Every explanation is our own text.