---
title: 'Level 18: Master TPUs'
description: Master cloud TPU training with profiling and scaling techniques.
canonical: 'https://lightning.ai/docs/pytorch/stable/level-up/advanced/advanced_level_20'
---
# Level 18: Master TPUs {#level-18-master-tpus}

Master cloud TPU training with profiling and scaling techniques.

- [Run on cloud TPUs](/docs/pytorch/2.6.6/reference/accelerators/tpu_intermediate.md) — Scale massive models using cloud TPUs.

- [Explore advanced TPU scaling techniques](/docs/pytorch/2.6.6/reference/accelerators/tpu_advanced.md) — Dive into XLA and advanced techniques to optimize TPU-powered models.

- [Profile TPU code](/docs/pytorch/2.6.6/reference/tuning/profiler_advanced.md) — Learn to profile TPU code.

---

**Navigation**

- Parent: [Advanced skills](/docs/pytorch/2.6.6/level-up/advanced.md)