---
title: 'Level 9: Understand your model'
description: Find the best model using advanced visualizations for deeper insights.
canonical: >-
  https://lightning.ai/docs/pytorch/stable/level-up/intermediate/intermediate_level_10
---
# Level 9: Understand your model {#level-9-understand-your-model}

Find the best model using advanced visualizations for deeper insights.

- [1: Alter checkpoint behavior](/docs/pytorch/2.6.6/reference/common/checkpointing_intermediate.md) — Learn to monitor metrics and enable checkpointing by condition.

- [2: Visualize more than metrics](/docs/pytorch/2.6.6/reference/visualize/logging_intermediate.md) — Use advanced visualization techniques provided by experiment managers.

- [3: Granular control of logging](/docs/pytorch/2.6.6/reference/visualize/logging_advanced.md) — Gain granular control over logging to optimize for speed.

---

**Navigation**

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