This video describes our recent work at KIT Karlsruhe on Machine Learning for Chemical Engineering. It is a collaboration between Alexander Stroh (Institute for Fluid Mechanics), Matthias Schniewind and Pascal Friederich (AiMat Group in the Institute for Theoretical Informatics) and Bradley Ladewig (Institute for Micro Process Engineering). More details on the project can be found at: https://arxiv.org/abs/2101.08130