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people:david [2019/11/14 16:05]
David Peer
people:david [2021/12/03 07:22]
David Peer
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 {{  ../​../​people/​david_img.png?​200| David Peer}} {{  ../​../​people/​david_img.png?​200| David Peer}}
 ===== David Peer ===== ===== David Peer =====
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 ==== PhD Student ==== ==== PhD Student ====
  
-Office: 2M01\\ +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. 
-Email: d[//​dot//​]peer[//at//]uibk[//​dot//​]ac[//​dot//​]at\\ + 
-GitHub: ​[[https://​github.com/​peerdavid|https://​github.com/​peerdavid]] +[[https://scholar.google.com/citations?​user=THmkZOIAAAAJ|Google Scholar]] 
-\\ +[[https://​github.com/​peerdavid|GitHub]] 
-\\+[[https://twitter.com/​peerdavid|Twitter]]
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 +Office: 2M01\\
 +Email: **david**[//​0x2E//​]**peer**[//​0x40//​]**outlook**[//​0x2E//​]**com**\\
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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 ===
-----+----  
 +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 \\
 06.2010 - 04.2012 | Embedded Software Developer at Heliotherm \\ 06.2010 - 04.2012 | Embedded Software Developer at Heliotherm \\
-04.2012 - 08.2018 | Software Developer at World-Direct eBusiness Solutions \\ 
-02.2019 - Today   | Researcher at University of Innsbruck ​ 
  
  
 === Education ===  === Education === 
 ---- ----
 +2019 - Today | PhD Computer Science, University of Innsbruck \\
 +2017 - 2019 | MSc Computer Science, University of Innsbruck \\
 +2014 - 2017 | BSc Computer Science, University of Innsbruck \\
 2005 - 2010 | HTL Elektronik, Innsbruck \\ 2005 - 2010 | HTL Elektronik, Innsbruck \\
-2014 - 2017 | BSc Computer Science, University of Innsbruck \\ 
-2017 - 2019 | MSc Computer Science, University of Innsbruck \\ 
-2019 - Today | PhD Computer Science, University of Innsbruck 
  
  
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 === Publications === === Publications ===
 ---- ----
-[1Limitations of routing-by-agreement based capsule networks+See [[https://​scholar.google.com/​citations?​user=THmkZOIAAAAJ|Google Scholar]]
  
  
people/david.txt · Last modified: 2023/04/19 15:34 by David Peer