This shows you the differences between two versions of the page.
Both sides previous revision Previous revision Next revision | Previous revision Next revision Both sides next revision | ||
people:david [2020/09/25 09:12] David Peer |
people:david [2022/02/16 09:11] David Peer |
||
---|---|---|---|
Line 3: | Line 3: | ||
==== 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'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]] | ||
Line 11: | Line 11: | ||
\\ | \\ | ||
Office: 2M01\\ | Office: 2M01\\ | ||
- | Email: **d**[//0x2E//]**peer**[//0x40//]**uibk**[//0x2E//]**ac**[//0x2E//]**at**\\ | + | Email: **david**[//0x2E//]**peer**[//0x40//]**outlook**[//0x2E//]**com**\\ |
\\ | \\ | ||
\\ | \\ | ||
Line 17: | Line 17: | ||
=== Areas of Interest === | === Areas of Interest === | ||
---- | ---- | ||
- | * I'm really interested when and why neural networks fail to learn a given task \\ | + | 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]]\\ |
- | * Learning Theory - See also [[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Understanding Machine Learning: From Theory to Algorithms]]\\ | + | |
- | * Machine Learning, Deep 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 \\ |