DeepPumas Learning Paths

Path 1: Introduction to DeepPumas

Module 1: Why DeepPumas?

• Slides: Why DeepPumas?

Module 2: Machine Learning and Neural Networks

• Slides: Machine Learning and Neural Networks
• Tutorial: Regression using Machine Learning

Module 3: Scientific Machine Learning

• Slides: Neural Ordinary Differential Equations and Universal Differential Equations
• Tutorial: Scientific Machine Learning

Module 4: Mixed Effects Neural Networks

• Slides: Mixed Effects Models and the Marginal Likelihood
• Tutorial: Mixed Effects Neural Networks

Module 5: DeepNLME for Pharmacometrics

• Slides: DeepNLME for Pharmacometrics
• Tutorial: Mixed Effects Pharmacodynamics Identification using DeepNLME
• Tutorial: Covariate Model Identification using DeepNLME

Path 2: Artificial Intelligence for Drug Development Course

Module 1: Machine Learning Fundamentals

• Slides: Intelligence and Learning
• Slides: Data, Models, Biases and Uncertainty
• Slides: Supervised Learning
• Slides: Unsupervised Learning