Open discussion of open mathematical problems in deep learning and artificial intelligence
Speaker: Dr. Claire Walton, Department of Electrical & Computer Engineering/Department of Mathematics, UTSA
To foster potential collaborations between mathematician and engineering/CS researchers at UTSA on deep learning (DL) and artificial intelligence (AI), Dr. Changfeng Gui and I organize a colloquium series to bring attention to some of the emerging problems at the interface of DL/AI and mathematics and to provide a forum to exchange ideas. In this first meeting, I will give a brief overview of some of the notable developments in DL/AI and then survey briefly two topic areas, namely, nonlinear independent component analysis (ICA) (85 citations since 2016) http://papers.nips.cc/paper/6394-unsupervised-feature-extraction-by-time-contrastive-learning-and-nonlinear-ica and neural ordinary differential equations (661 citation since 2018) https://papers.nips.cc/paper/7892-neural-ordinary-differential-equations.pdf.
Time: Sep 4, 2020 04:00 PM Central Time (US and Canada)
Meeting ID: 997 6550 2803