> For the complete documentation index, see [llms.txt](https://fall2019.fullstackdeeplearning.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging.md).

# Training and Debugging

![We recommend a simple workflow for training and debugging neural networks.](/files/-M9jtTbzd3po6FEIS6Um)

{% hint style="info" %}
As always, please [submit a pull request](https://github.com/full-stack-deep-learning/course-gitbook) if any information is out of date! 
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## Slides

{% embed url="<https://www.slideshare.net/sergeykarayev/troubleshooting-deep-neural-networks-full-stack-deep-learning>" %}

## Videos

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[Overview](/course-content/training-and-debugging/overview.md)
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[Start Simple](/course-content/training-and-debugging/start-simple.md)
{% endcontent-ref %}

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[Debug](/course-content/training-and-debugging/debug.md)
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[Evaluate](/course-content/training-and-debugging/evaluate.md)
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{% content-ref url="/pages/-M9ju06EQbymg8Jm5oAJ" %}
[Improve](/course-content/training-and-debugging/improve.md)
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[Tune](/course-content/training-and-debugging/tune.md)
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{% content-ref url="/pages/-M9jtnajz02LoAg3PeOW" %}
[Conclusion](/course-content/training-and-debugging/conclusion.md)
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