Fields of expertise
Teaching & PhD
PhD StudentsChayti El Mahdi, Cordonnier Jean-Baptiste Francis Marie Juliette, Gupta Prakhar, He Lie, Karimi Mahabadi Rabeeh, Koloskova Anastasiia, Lin Tao, Mohtashami Amirkeivan, Pagliardini Matteo, Swamy Vinitra, Vogels Thijs,
Past EPFL PhD StudentsDrumond Lages De Oliveira Mario Paulo , Karimireddy Sai Praneeth Reddy ,
This course teaches an overview of modern optimization methods, for applications in machine learning and data science. In particular, scalability of algorithms to large datasets will be discussed in theory and in implementation.
- Convexity, Gradient Methods, Proximal algorithms, Stochastic and Online Variants of mentioned methods, Coordinate Descent Meth