---
title: 'Level 7: Hardware acceleration'
description: Learn to develop models on cloud GPUs and TPUs.
canonical: >-
  https://lightning.ai/docs/pytorch/stable/level-up/intermediate/intermediate_level_7
---
# Level 7: Hardware acceleration {#level-7-hardware-acceleration}

Learn to develop models on cloud GPUs and TPUs.

- [Prepare your code (Optional)](/docs/pytorch/2.6.6/reference/accelerators/accelerator_prepare.md) — Prepare your code to run on any hardware.

- [GPU Training](/docs/pytorch/2.6.6/reference/accelerators/gpu_basic.md) — Learn the basics on single and multi-GPU training.

- [TPU Training](/docs/pytorch/2.6.6/reference/accelerators/tpu_basic.md) — Learn the basics on single and multi-TPU core training.

---

**Navigation**

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