In this chapter, we used the open source package ConvNetSharp to explain CNNs. We looked at how to test and train these networks and also learned why they are convolutional. We worked with several example applications to explain how ConvNetSharp functions and operates. In the next chapter, we will look at autoencoders and RNNSharp, exposing you further to recurrent neural networks.