Machine learning has become the must-have technology across all industries, largely inspired by successes of new artificial deep neural network applications. Yet, chemical processes have to include process dynamics and control not only to capture and predict the behavior of non-linear systems, but also to optimize their performance. In this talk, an introduction to these concepts using the GEKKO Optimization Suite will be provided.