people:david
Differences
This shows you the differences between two versions of the page.
| Both sides previous revision Previous revision Next revision | Previous revision Last revision Both sides next revision | ||
|
people:david [2020/07/29 10:33] David Peer |
people:david [2023/04/19 15:34] David Peer |
||
|---|---|---|---|
| Line 2: | Line 2: | ||
| ===== David Peer ===== | ===== David Peer ===== | ||
| ==== PhD Student ==== | ==== PhD Student ==== | ||
| + | |||
| + | 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]] | ||
| [[https://github.com/peerdavid|GitHub]] | [[https://github.com/peerdavid|GitHub]] | ||
| Line 8: | 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 14: | Line 17: | ||
| === Areas of Interest === | === Areas of Interest === | ||
| ---- | ---- | ||
| - | Explainable AI (especially learning mechanisms) - I'm really interested why neural networks often can not learn from data\\ | + | 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]]\\ | + | |
| - | Deep Learning \\ | + | |
| - | Computer Vision \\ | + | |
| === 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