---
author:
  - Jacob Austin
  - Sholto Douglas
  - Roy Frostig
  - Anselm Levskaya
  - Charlie Chen
  - Sharad Vikram
  - Federico Lebron
  - Peter Choy
  - Vinay Ramasesh
  - Albert Webson
  - Reiner Pope
category:
  - technology
date: '2026-10-20'
description: an online systems guide to language model training and inference, covering accelerator hardware, communication, and parallelism.
external: https://jax-ml.github.io/scaling-book/
id: How to Scale Your Model
modified: 2026-10-20 17:24:30 GMT-04:00
posters: '[[library/posters/how-to-scale-your-model.jpg]]'
seealso:
  - '[[arena/machine-learning/entry-v1-d9adf8cf8c881944de826da31258cd8a10b55718e1a608e0c45cb7f414c47d67|Arena]]'
status: to read
title: How to Scale Your Model
year: 2025
authors:
  - Jacob Austin
  - Sholto Douglas
  - Roy Frostig
  - Anselm Levskaya
  - Charlie Chen
  - Sharad Vikram
  - Federico Lebron
  - Peter Choy
  - Vinay Ramasesh
  - Albert Webson
  - Reiner Pope
created: '2026-10-20'
published: '2026-10-20'
pageLayout: default
slug: library/How-to-Scale-Your-Model
permalink: https://aarnphm.xyz/library/How-to-Scale-Your-Model.md
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---