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people:david [2019/11/14 16:16] David Peer |
people:david [2021/03/13 12:59] David Peer |
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===== David Peer ===== | ===== David Peer ===== | ||
==== PhD Student ==== | ==== PhD Student ==== | ||
+ | |||
+ | 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://github.com/peerdavid|GitHub]] | ||
+ | [[https://twitter.com/peerdavid|Twitter]] | ||
+ | \\ | ||
\\ | \\ | ||
Office: 2M01\\ | Office: 2M01\\ | ||
- | Email: d[//dot//]peer[//at//]uibk[//dot//]ac[//dot//]at\\ | + | Email: **david**[//0x2E//]**peer**[//0x40//]**outlook**[//0x2E//]**com**\\ |
- | GitHub: [[https://github.com/peerdavid|https://github.com/peerdavid]] | + | |
\\ | \\ | ||
\\ | \\ | ||
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=== Areas of Interest === | === Areas of Interest === | ||
---- | ---- | ||
- | Machine Learning, Computer Vision, Convolutional Neural Networks, (Gamma)-Capsule Networks, TensorFlow, ... | + | * Understanding the gap between expressivity and learnability of neural networks ([[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]])\\ |
+ | * Topics: [[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Learning Theory]], Deep Learning, Machine Learning, Natural language processing \\ | ||
+ | * Hobbies: Climbing, hiking, trumpet etc. | ||
=== Positions === | === Positions === | ||
---- | ---- | ||
- | 02.2019 - Today | Researcher at University of Innsbruck \\ | + | 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) \\ | ||
04.2012 - 08.2018 | Software Developer at World-Direct eBusiness Solutions \\ | 04.2012 - 08.2018 | Software Developer at World-Direct eBusiness Solutions \\ | ||
06.2010 - 04.2012 | Embedded Software Developer at Heliotherm \\ | 06.2010 - 04.2012 | Embedded Software Developer at Heliotherm \\ |