This hands-on workshop will take us through the core concepts behind DeepPumas.DeepPumas is a powerful tool that bridges the gap between mechanistic, statistical, and machine learning modeling. This hands-on workshop will introduce participants to the core concepts behind DeepPumas and its potential to transform decision-making in the healthcare space. By seamlessly embedding machine learning methodology into nonlinear mixed-effect models, DeepPumas enables the simultaneous utilization of domain-specific knowledge and available data for model identification. This workshop will give participants practical skills in hybrid mechanistic and machine learning modeling, a comprehension of how complex covariates can help forecast longitudinal outcomes, and an insight into the possible implications...