Dr. Philipp Denzel
Dr. Philipp Denzel
ZHAW
School of Engineering
Centre for Artificial Intelligence
Technikumstrasse 71
8400 Winterthur
Arbeit an der ZHAW
Tätigkeit
Machine Learning Researcher, Centre for Artificial Intelligence (CAI)
Arbeits- und Forschungsschwerpunkte
- Künstliche Intelligenz, Machine Learning, Deep Learning, Computer Vision
- Generatives Deep Learning, Computergestützte Astrophysik, Kosmologie
- Responsible & Trustworthy AI, Explainable AI
Berufserfahrung
Wissenschaftlicher Assistent
Institut für Computergestützte Wissenschaften (UZH)
2016 - 2021
Aus- und Weiterbildung
Ausbildung
- Dr. sc. nat. / Physik
Universität Zürich
2016 - 2021 - Msc / Computational Science
Universität Zürich
2014 - 2016 - Bsc / Physik (mit Nebenfach Informatik)
Universität Zürich
2010 - 2014
Netzwerk
ORCID digital identifier
Social Media
Projekte
- certAInty – A Certification Scheme for AI systems / Teammitglied / laufend
- Square Kilometre Array: Simulierte astronomische Beobachtungen durch generative Deep Learning / Teammitglied / laufend
Publikationen
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Billeter, Yann; Denzel, Philipp; Chavarriaga, Ricardo; Forster, Oliver; Schilling, Frank-Peter; Brunner, Stefan; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Weng, Joanna,
2024.
MLOps as enabler of trustworthy AI [Paper].
In:
2024 11th IEEE Swiss Conference on Data Science (SDS).
11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.
IEEE.
S. 37-40.
Verfügbar unter: https://doi.org/10.1109/SDS60720.2024.00013
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Denzel, Philipp; Brunner, Stefan; Billeter, Yann; Forster, Oliver; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Weng, Joanna; Chavarriaga, Ricardo; Amini, Amin; Repetto, Marco; Iranfar, Arman,
2024.
Towards the certification of AI-based systems [Paper].
In:
2024 11th IEEE Swiss Conference on Data Science (SDS).
11th IEEE Swiss Conference on Data Science (SDS), Zurich, Switzerland, 30-31 May 2024.
IEEE.
S. 84-91.
Verfügbar unter: https://doi.org/10.1109/SDS60720.2024.00020
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Weng, Joanna; Denzel, Philipp; Reif, Monika Ulrike; Schilling, Frank-Peter; Billeter, Yann; Frischknecht-Gruber, Carmen; Brunner, Stefan; Chavarriaga, Ricardo; Repetto, Marco; Iranfar, Arman,
2024.
Certification scheme for artificial intelligence based systems [Paper].
In:
34th European Safety and Reliability Conference (ESREL), Cracow, Poland, 23-27 June 2024.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Verfügbar unter: https://doi.org/10.21256/zhaw-30549
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Denzel, Philipp; Schilling, Frank-Peter; Gavagnin, Elena,
2023.
Map-to-map translation for SKA mock observations and cosmological simulations [Poster].
In:
Hammers & Nails 2023 - Swiss Edition, Ascona, Switzerland, 29 October - 3 November 2023.
Winterthur:
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Verfügbar unter: https://doi.org/10.21256/zhaw-29047
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Denzel, Philipp Benedikt; Schilling, Frank-Peter; Gavagnin, Elena,
2023.
Deep learning the SKA : the Square Kilometer Array project [Poster].
In:
Datalab Symposium, Winterthur, Schweiz, 11. Januar 2023.
ZHAW Zürcher Hochschule für Angewandte Wissenschaften.
Verfügbar unter: https://doi.org/10.21256/zhaw-27219
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Denzel, Philipp; Brunner, Stefan; Luley, Paul-Philipp; Frischknecht-Gruber, Carmen; Reif, Monika Ulrike; Schilling, Frank-Peter; Amini, Amin; Repetto, Marco; Iranfar, Arman; Weng, Joanna; Chavarriaga, Ricardo,
2023.
A framework for assessing and certifying explainability of health-oriented AI systems.
In:
Explainable AI in Medicine Workshop, Lugano, Switzerland, 2-3 November 2023.
Publikationen vor Tätigkeit an der ZHAW
- Bridging the gap between simply parametrized and free-form pixellated models of galaxy lenses: The case of WFI 2033-4723 quad. The Open Journal of Astrophysics, 4
- The lens SW05 J143454.4+522850: A fossil group at redshift 0.6? Monthly Notices of the Royal Astronomical Society, 506(2), 1715–1722
- A new strategy for matching observed and simulated lensing galaxies. Monthly Notices of the Royal Astronomical Society, 506(2), 1815–1831
- Time delay lens modelling challenge. Monthly Notices of the Royal Astronomical Society, 503(1), 1096–1123
- Denzel, P., Coles, J. P., Saha, P., & Williams, L. L. R. (2021). The Hubble constant from eight time-delay galaxy lenses. Monthly Notices of the Royal Astronomical Society, 501(1), 784–801
- Denzel, P., Mukherjee, S., Coles, J. P., & Saha, P. (2020). Lessons from a blind study of simulated lenses: Image reconstructions do not always reproduce true convergence. Monthly Notices of the Royal Astronomical Society, 492(3), 3885–3903
- Denzel, P., Diemand, J., & Angélil, R. (2016). Molecular dynamics simulations of bubble nucleation in dark matter detectors. Physical Review E, 93(1)