# Training and Debugging

![We recommend a simple workflow for training and debugging neural networks.](https://1211841255-files.gitbook.io/~/files/v0/b/gitbook-legacy-files/o/assets%2F-M9KFMkcxAsBjLOLvBni%2F-M9jsSRGBI68v0NfHPyk%2F-M9jtTbzd3po6FEIS6Um%2Fdebugging_overview.jpg?alt=media\&token=04d7e73d-d487-465e-8f4c-2c9f76d6e059)

{% 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please [submit a pull request](https://github.com/full-stack-deep-learning/course-gitbook) if any information is out of date! 
{% endhint %}

## Slides

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

## Videos

{% content-ref url="training-and-debugging/overview" %}
[overview](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/overview)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/start-simple" %}
[start-simple](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/start-simple)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/debug" %}
[debug](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/debug)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/evaluate" %}
[evaluate](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/evaluate)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/improve" %}
[improve](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/improve)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/tune" %}
[tune](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/tune)
{% endcontent-ref %}

{% content-ref url="training-and-debugging/conclusion" %}
[conclusion](https://fall2019.fullstackdeeplearning.com/course-content/training-and-debugging/conclusion)
{% endcontent-ref %}