2020 Gene Golub
SIAM Summer School
Theory and Practice of Deep Learning
The eleventh Gene Golub SIAM Summer School will take place from 20 - 31 July 2019 at the African Institute for Mathematical Sciences (AIMS) South Africa in Muizenberg, a small seaside suburb of Cape Town, South Africa
The focus of the school will be the theory, implementation, and application of deep learning based on neural nets with many layers. Students will learn the mathematical underpinnings of deep learning using a combination of functional analysis and optimization theory. They will be introduced to applications that include computer vision, nonlinear programming, and forecasting, in addition to attending lectures by practitioners of deep learning in industry.
The summer school will include an important computing component, in which students will implement deep learning algorithms primarily using Python with TensorFlow and Keras. High performance computing resources will be provided by the AIMS supercomputing facility.
The summer school is being organised by:
The intended audience is graduate students, meaning anyone studying beyond a three- or four-year undergraduate degree. Applicants are expected to have done a significant amount of mathematics and some computing in their studies in order to have the required mathematical and computational background for the summer school. Ideal candidates will be working on a research project that requires the use of deep learning methods. Applicants selected to participate will pay no registration fee, will be provided local accommodations, and will have their meal expenses paid.