[Google_Bootcamp_Day17]

Convolutions over volumes

Multiple filters

Example of 1-layer ConvNet

Summary of Notation

• Assume layer l is a convolution layer

Example of ConvNet

Types of layer in convolutional neural network

• Convolution (Conv)
• Pooling (POOL)
• Fully Connected (FC)

Pooling layer

• Max Pooling (if 3D, then max pooling computation is done independently on each of channels)

• Average Pooling (not often used)

  • Usually no padding in pooling layer
  • No parameters to learn in pooling layer

Final Convnet example

[source] https://www.coursera.org/learn/convolutional-neural-networks