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people:david [2019/11/14 16:14]
David Peer
people:david [2021/12/03 07:22]
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 LearningComputer VisionConvolutional Neural Networks(Gamma)-Capsule NetworksTensorFlow, ... +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 a list of the publications in this research direction where I'm first- or co-author where we used different theoretically motivated algorithms to improve SOTA: [[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]]\\
  
 === Positions === === Positions ===
----- +----  
-06.2010 04.2012 Embedded Software Developer ​at Heliotherm ​\\+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 \\
-02.2019 Today   Researcher ​at University of Innsbruck ​+06.2010 04.2012 ​Embedded Software Developer ​at Heliotherm \\
  
  
 === Education ===  === Education === 
 ---- ----
-2005 2010 HTL Elektronik, Innsbruck \\ +2019 Today PhD Computer Science, University of Innsbruck \\
-2014 - 2017 | BSc Computer Science, University of Innsbruck \\+
 2017 - 2019 | MSc Computer Science, University of Innsbruck \\ 2017 - 2019 | MSc Computer Science, University of Innsbruck \\
-2019 Today PhD Computer Science, University of Innsbruck+2014 2017 BSc Computer Science, University of Innsbruck ​\\ 
 +2005 - 2010 | HTL Elektronik, Innsbruck \\
  
  
people/david.txt · Last modified: 2022/02/16 09:11 by David Peer