Fields of expertise
Teaching & PhD
PhD StudentsCordonnier Jean-Baptiste Francis Marie Juliette, Gupta Prakhar, Karimi Mahabadi Rabeeh, Karimireddy Sai Praneeth Reddy, Koloskova Anastasiia, Lin Tao, Pagliardini Matteo, Vogels Thijs,
Past EPFL PhD StudentsDrumond Lages De Oliveira Mario Paulo ,
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