The CNN network

For our project, we will use a pretty simple network with the following architecture:

In this architecture, we still have the choice of:

• The number of filters and kernel size in the 2D convolution
• The kernel size in the Max pool
• The number of units in the Fully Connected layer
• The batch size, optimization algorithm, learning step (eventually, its decay rate), activation function of each layer, and number of epochs