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people:david [2020/10/09 10:02] David Peer |
people:david [2022/02/16 09:11] David Peer |
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==== PhD Student ==== | ==== PhD Student ==== | ||
- | David Peer is currently a PhD student in the Intelligent and Interactive System group at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez. He worked 10 years in the industry as a software developer and obtained the degree of M.Sc and B.Sc in Computer Science at the Universität Innsbruck (Austria). He currently studies the gap between expressivity and learnability of (deep) neural networks. | + | I'm a Ph.D. student in 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 === | ||
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- | * Understanding the gap between expressivity ([[https://arxiv.org/pdf/1905.08744.pdf|1]]) 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 \\ |