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{{ ../../people/david_img.png?200| David Peer}} | {{ ../../people/david_img.png?200| David Peer}} | ||
===== David Peer ===== | ===== David Peer ===== | ||
- | |||
==== 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 Learning, Computer Vision, Convolutional Neural Networks, (Gamma)-Capsule Networks, TensorFlow, ... | + | 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 === | ||
---- | ---- | ||
- | 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 \\ | ||
+ | |||
+ | |||
+ | === Certifications === | ||
+ | ---- | ||
+ | * Microsoft Certified Solutions Developer - App Builder | ||
+ | * Microsoft Certified Solutions Developer - Web Applications | ||
+ | * OMG Certified UML Professional | ||
=== Publications === | === Publications === | ||
---- | ---- | ||
- | [1] Limitations of routing-by-agreement based capsule networks | + | See [[https://scholar.google.com/citations?user=THmkZOIAAAAJ|Google Scholar]] |
+ | |||
- | [2] | ||
- | === Certifications === | ||
- | * Microsoft Certified Solutions Developer - App Builder | ||
- | * Microsoft Certified Solutions Developer - Web Applications | ||
- | * OMG Certified UML Professional | ||