Courses taught (JHU)

• Introduction to Machine Learning (last taught 2009)
• Graphical models (last taught 2011)
• Mathematical Image Analysis (last taught fall 2011)
• Functional Analysis (last taught spring 2012)
• Mathematical Foundations of Computational Anatomy (last taught fall 2023)
• Shape and Differential Geometry (last taught fall 2015)
• Introduction to Statistics (last taught spring 2015)
• Distribution-free methods and Resampling in Statistics (fall 2017)
• Machine Learning I (Fall 2020)
• Machine Learning II (Spring 2020)
• Optimization in Data Science (Spring 2022)
• Introduction to Control Theory and Optimal Control (Spring 2024)

Lecture notes from the machine learning, graphical models and optimization course (and more) are bundled in the book project: Introduction to Machine Learning (updated October 17 2024).

The book is also available on the arXiv as arXiv:2409.02668 and can be cited as such (the version on this page is updated more often than the arXiv version).

Don't hesitate to send me an email if you find typos or bibliographic omissions.