Functional API-Convolutional Model

Yes, sorry, the level of explanation they give in the notebook of these new and complex Keras constructs does leave a bit to be desired. You can find a lot more on the Keras documentation site or here is an excellent Discourse thread which covers all this and is definitely worth a look.