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people:david [2021/01/02 17:33]
David Peer
people:david [2022/02/16 09:11] (current)
David Peer
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 {{  ../​../​people/​david_img.png?​200| David Peer}} {{  ../​../​people/​david_img.png?​200| David Peer}}
 ===== David Peer ===== ===== David Peer =====
-==== PhD Student ​and Machine Learning Researcher @ DeepOpinion====+==== PhD Student ====
  
-David Peer is currently ​PhD student in the Intelligent and Interactive System group at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez and is working at [[https://​deepopinion.ai/​|DeepOpinion]] as Machine Learning ResearcherHe obtained the degree of M.Sc and B.Sc in Computer Science at the Universität Innsbruck (Austria) and studies ​currently the gap between expressivity and learnability of neural networks. ​Especially for Natural language processing (NLP) models and how we can transform this knowledge into novel AutoML or Neural Architecture Search (NAS) algorithms.+I'​m ​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 researcherobtained 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]]
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 === Areas of Interest === === Areas of Interest ===
 ---- ----
-  * Understanding ​the gap between expressivity and learnability of neural networks ​([[https://​arxiv.org/​abs/​1905.08744|1]],​ [[https://​arxiv.org/​abs/​2011.02956|2]])\\ +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]]\\
-  * Topics: [[https://​www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Learning Theory]], Deep LearningMachine Learning, Natural language processing \\ +
-  * HobbiesClimbinghiking, snowboarding 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 \\
people/david.1609605207.txt.gz · Last modified: 2021/01/02 17:33 by David Peer