Machine Learning: from basics to scientific modeling

Introduction and Logistics Intro to ML

Math and Python: Your Computational Toolkit Intro to ML Learning, Examples, and Data Intro to ML Scientific Modeling Principles and Differential Equations ML for Science

SVD & PCA: Dimensionality Reduction ML for Science Numerical Computing and Differential Equations ML for Science

Linear Dynamical Systems & DMD ML for Science Feature Engineering and Generalization Intro to ML Complex Systems and Probabilistic Modeling ML for Science

MLE and Generalized Linear Models Intro to ML Time Series Analysis: Starting from Data ML for Science

Generative Learning and Language Intro to ML SINDy: Learning Equations from Data ML for Science

Introduction to Deep Learning ML for Science Symbolic Regression ML for Science

Deep Learning for Time Series ML for Science Operator Learning & Neural Operators ML for Science Physics-Informed Neural Networks ML for Science

Foundation Models & Agentic Science ML for Science

Ethics, Uncertainty, and the Art of Engineering ML for Science