people:david
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people:david [2020/09/29 13:33] David Peer |
people:david [2023/04/19 15:34] David Peer |
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| ==== PhD Student ==== | ==== PhD Student ==== | ||
| - | David Peer is currently a PhD student in the Intelligent and Interactive System group of the department of Computer Science at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez. He obtained the degree of M.Sc and B.Sc in Computer Science at the Universität Innsbruck (Austria). His current research interest include explainable ai (especially learning mechanisms), learning theory and deep learning. | + | I finished the Ph.D.at the Intelligent and Interactive System group at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez and I'm working at DeepOpinion as a machine learning researcher. I obtained the degree of M.Sc and B.Sc in Computer Science at the Universität Innsbruck (Austria) and study currently the gap between expressivity and learnability of neural networks. At DeepOpinion I study how we can transform this knowledge into novel AutoML or Neural Architecture Search (NAS) algorithms for Natural language processing (NLP) models to outperform current SOTA methods. |
| [[https://scholar.google.com/citations?user=THmkZOIAAAAJ|Google Scholar]] | [[https://scholar.google.com/citations?user=THmkZOIAAAAJ|Google Scholar]] | ||
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| Office: 2M01\\ | Office: 2M01\\ | ||
| - | Email: **d**[//0x2E//]**peer**[//0x40//]**uibk**[//0x2E//]**ac**[//0x2E//]**at**\\ | + | Email: **david**[//0x2E//]**peer**[//0x40//]**outlook**[//0x2E//]**com**\\ |
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| === Areas of Interest === | === Areas of Interest === | ||
| ---- | ---- | ||
| - | * Understanding the gap between expressivity and learnability of (deep) neural networks \\ | + | My main interest is to improve state-of-the art results in machine-learning by understanding the gap between expressivity and learnability of neural networks that seems to be huge. Here is the list of the publications: [[https://arxiv.org/abs/1905.08744|1]], [[https://arxiv.org/abs/2011.02956|2]], [[https://preregister.science/papers_20neurips/55_paper.pdf|3]], [[https://www.sciencedirect.com/science/article/pii/S2665963821000014|4]], [[https://arxiv.org/abs/2103.04331|5]], [[https://arxiv.org/abs/2102.11944|6]], [[https://arxiv.org/abs/2105.14839|7]] [[https://arxiv.org/abs/2104.07393|8]] [[https://arxiv.org/abs/2201.11091|9]]\\ |
| - | * [[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Learning Theory]]\\ | + | |
| - | * Deep Learning, Machine Learning, Computer Vision \\ | + | |
| - | * Climbing, hiking, etc. | + | |
| === Positions === | === Positions === | ||
| ---- | ---- | ||
| - | 09.2019 - Today | Researcher at University of Innsbruck (IIS group) \\ | + | 01.2020 - Today | Machine Learning Researcher at DeepOpinion \\ |
| + | 09.2019 - 12.2020 | Researcher at University of Innsbruck (IIS group) \\ | ||
| 02.2019 - 09.2019 | Researcher at University of Innsbruck (DPS group) \\ | 02.2019 - 09.2019 | Researcher at University of Innsbruck (DPS group) \\ | ||
| 04.2012 - 08.2018 | Software Developer at World-Direct eBusiness Solutions \\ | 04.2012 - 08.2018 | Software Developer at World-Direct eBusiness Solutions \\ | ||
people/david.txt · Last modified: 2023/04/19 15:34 by David Peer