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Search

 

http://health-sciences.nwu.ac.za/preclinical-drug-development-platform-pcddp/irene-serage

Irene Serage


 

http://health-sciences.nwu.ac.za/af/pcddp/irene-serage

Irene Serage


 

http://health-sciences.nwu.ac.za/pcddp/liezl-marie-scholtz

Thulile van Wyk


 

http://health-sciences.nwu.ac.za/af/pcddp/liezl-marie-scholtz

Thulile van Wyk


 

http://health-sciences.nwu.ac.za/preclinical-drug-development-platform-pcddp/makhotso-lekhooa

Makhotso Lekhooa


 

http://health-sciences.nwu.ac.za/af/preclinical-drug-development-platform-pcddp/makhotso-lekhooa

Makhotso Lekhooa


 

http://health-sciences.nwu.ac.za/pcddp/thrineshen-moodley

Thrineshen Moodley


 

http://health-sciences.nwu.ac.za/af/pcddp/thrineshen-moodley

Thrineshen Moodley


 

http://health-sciences.nwu.ac.za/pcddp/nico-minnaar

Nico Minnaar


 

http://health-sciences.nwu.ac.za/af/pcddp/nico-minnaar

Nico Minnaar


 

http://health-sciences.nwu.ac.za/af/pcddp/rose-hayeshi

Rose Hayeshi


 

http://health-sciences.nwu.ac.za/pcddp/rose-hayeshi

Rose Hayeshi


 

http://health-sciences.nwu.ac.za/pcddp/wihan-pheiffer

Wihan Pheiffer


 

http://health-sciences.nwu.ac.za/af/pcddp/wihan-pheiffer

Wihan Pheiffer


 

http://engineering.nwu.ac.za/eppei-specialisation-centre-emissions-control/contact-details

Contact Details

Academic lead: Dr Dawie Branken School of Chemical and Minerals Engineering Tel: (018) 299 1535 Email: dawie.branken@nwu.ac.za  Specialisation Centre Administrator: Mr Louis le Grange Tel: (018) 299 1664 Email: 10066578@nwu.ac.za

 

http://engineering.nwu.ac.za/must

About MUST Deep Learning

MUST Deep Learning is a research group within the Faculty of Engineering at NWU. We perform basic and applied research in machine learning, with an emphasis on the theory and application of deep learning. Our theoretical work focuses on some of the central open questions related to how these models learn and why they perform so well. Our…

 

http://engineering.nwu.ac.za/must-deep-learning/background

Background

The relationship between mind and matter is perhaps the deepest intellectual challenge facing humanity. It links to wide ranges of science, philosophy and engineering, and has been infamously resistant to solution. In recent times, Artificial Intelligence (AI) has become a central theme in addressing this challenge, offering several insights that…

 

http://engineering.nwu.ac.za/must-deep-learning/research-projects

Research projects

DL Theory Generalisation in Deep Learning   A long-standing theoretical interest in our group is generalisation - that is, how exactly  information learned on a training set of samples is transferred to novel inputs. This is particularly relevant in the context of Deep Learning: Deep Neural Networks (DNNs) have…

 

http://engineering.nwu.ac.za/must-deep-learning/awards-and-events

Awards and Events

Walter Heymans was the winner of the S2A3 Award 2023. Andrew Oosthuizen received the Vice-Chancellor Award 2023, for his Masters dissertation ‘Channel estimation and equalisation using generative adversarial networks’. Andrew Oosthuizen received the best paper award at SATNAC 2021. Jacques Beukes won the…

 

http://engineering.nwu.ac.za/must-deep-learning/publications

Publications

2025 Theunissen, M.W., Rabe, R. and Davel, M.H., 2025. KnowIt: Deep Time Series Modeling and Interpretation. arXiv preprint arXiv:2507.06009. arXiv preprint Ruan P. Van der Spoel and Randle Rabe, " Investigating the relationship between diversity and generalization in deep neural networks", Proceedings of the 7th Northern Lights Deep…

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