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Doctoral Grant by the University Research Fund (BOF) in the area of Machine Learning - 2020BAPFWETEF174Posted by: University of Antwerp
Posted date: 2020-May-14
The Faculty of Science is seeking to fill a full-time (100%) vacancy in the Department of Computer Science
Doctoral Grant by the University Research Fund (BOF) in the area of Machine Learning
University of Antwerp – imec IDLab Research group
The Internet & Data Lab (IDLab) is an imec research group at the University of Antwerp and Ghent University. IDLab focuses its research on internet technologies and data science. IDLab is a joint research initiative between Ghent University and the University of Antwerp. Bringing together 300 internet experts, we develop technologies outperforming current solutions for communication subsystems, high speed and low power networking, distributed computing and multimedia processing, machine learning, artificial intelligence and web semantics. Within Antwerp, where you will work, the overall IDLab research areas are machine learning and wireless networking. IDLab has a unique research infrastructure used in numerous national and international collaborations.
Project: Interpretation of Learning-based Representations
Representations learned via deep neural networks (DNNs) have achieved impressive results for several automatic tasks. This has motivated the wide adoption of DNN-based methods, despite their black-box characteristics. In this project, we aim at pushing the state-of-the-art on model interpretation of DNNs, i.e. on designing algorithms capable of revealing what type of information is encoded in a learned representation.
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