> ## Documentation Index
> Fetch the complete documentation index at: https://aegean.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Convolutional Neural Networks

> Convolution, CNN architectures, image classification, and ResNets.

<CardGroup cols={2}>
  <Card title="Convolution and Correlation" icon="play" href="https://www.youtube.com/watch?v=WXoOohWU28Y">
    A linear operation for extracting spatial features
  </Card>

  <Card title="CNN Architectures" icon="play" href="https://www.youtube.com/watch?v=TV-DjM8242s">
    Looking inside a CNN layer and understanding architectural patterns
  </Card>

  <Card title="Image Classification" icon="play" href="https://www.youtube.com/watch?v=rCVlIVKqqGE">
    Image classification with data augmentation
  </Card>

  <Card title="What CNNs Learn" icon="play" href="https://www.youtube.com/watch?v=lb_5AdUpfuA">
    Visualizing the features learned by CNNs
  </Card>

  <Card title="ResNets" icon="play" href="https://www.youtube.com/watch?v=FCQ-rih6cHY">
    Residual networks and skip connections
  </Card>
</CardGroup>

***

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