work Application-agnostic Machine Learning In this thust I particularly focus on understanding the behavior of ML model Dynamical System Viewpoint of Machine Learning Characterization of the ML models' learning behavior with input from data Scientific Machine Learning The intersection between the challenges from the ML model and the scientific application Lifelong Machine Learning The intersection of ML models, learning Mechanism and scientific Application fun