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 Supervised Learning & Linear Regression Intro to ML Numerical Computing and Differential Equations ML for Science

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

MLE and Generalized Linear Models Intro to ML Introduction to Neural Networks 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