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===== David Peer ===== | ===== David Peer ===== | ||
- | ==== PhD Student and Machine Learning Researcher @ DeepOpinion==== | + | ==== PhD Student ==== |
- | I'm currently working at DeepOpinion as Machine Learning Researcher and I'm also a Ph.D. student in the Intelligent and Interactive System group at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez. 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. | + | I finished the Ph.D.at 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://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/pdf/1905.08744.pdf|1]], [[https://arxiv.org/pdf/2011.02956.pdf|2]], [[https://preregister.science/papers_20neurips/55_paper.pdf|3]], [[https://www.sciencedirect.com/science/article/pii/S2665963821000014|4]])\\ | + | 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 Learning, Machine Learning, Natural language processing \\ | + | |
- | * Hobbies: Climbing, hiking, trumpet etc. | + | |
=== Positions === | === Positions === | ||
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=== Education === | === Education === | ||
---- | ---- | ||
- | 2019 - Today | PhD Computer Science, University of Innsbruck \\ | + | 2019 - 2023 | PhD Computer Science, University of Innsbruck \\ |
2017 - 2019 | MSc Computer Science, University of Innsbruck \\ | 2017 - 2019 | MSc Computer Science, University of Innsbruck \\ | ||
2014 - 2017 | BSc Computer Science, University of Innsbruck \\ | 2014 - 2017 | BSc Computer Science, University of Innsbruck \\ |