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people:david [2020/07/29 10:30] David Peer |
people:david [2020/10/09 10:04] David Peer |
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===== David Peer ===== | ===== David Peer ===== | ||
==== PhD Student ==== | ==== PhD Student ==== | ||
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+ | David Peer is currently a PhD student in the Intelligent and Interactive System group at the Universität Innsbruck (Austria) under the supervision of Antonio Rodriguez-Sanchez. He worked 10 years in the industry as a software developer and obtained the degree of M.Sc and B.Sc in Computer Science at the Universität Innsbruck (Austria). He currently studies the gap between expressivity and learnability of (deep) neural networks. | ||
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[[https://scholar.google.com/citations?user=THmkZOIAAAAJ|Google Scholar]] | [[https://scholar.google.com/citations?user=THmkZOIAAAAJ|Google Scholar]] | ||
[[https://github.com/peerdavid|GitHub]] | [[https://github.com/peerdavid|GitHub]] | ||
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=== Areas of Interest === | === Areas of Interest === | ||
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- | Explainable AI - I'm really interested why the training of neural networks is hard and why the training often fails.\\ | + | * Understanding the gap between expressivity ([[https://arxiv.org/pdf/1905.08744.pdf|1]]) and learnability of (deep) neural networks \\ |
- | Learning Theory - See also [[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Understanding Machine Learning: From Theory to Algorithms]]\\ | + | * Deep Learning, Machine Learning, Computer Vision, [[https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/|Learning Theory]]\\ |
- | Deep Learning \\ | + | * Climbing, hiking, etc. |
- | Computer Vision \\ | + | |
=== Positions === | === Positions === |