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members:golkov [2021/11/21 17:55] Dr. Vladimir Golkov |
members:golkov [2022/08/08 16:02] Dr. Vladimir Golkov |
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My work focuses on deep learning since 2014. My research interests include: | My work focuses on **deep learning since 2014**. My research interests include: |
* data structures such as high-dimensional and geometric data, | * data structures such as **high-dimensional and geometric data**, |
* data-processing goals beyond supervised learning, for example clustering or anomaly detection, | * data-processing goals **beyond supervised learning**, for example clustering or anomaly detection, |
* areas of application such as biomedicine and physics. | * areas of application such as **biomedicine and physics**. |
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| <fc #0065bd>Students who did projects under my supervision went on to become PhD students at TUM, Mila, ETHZ, Cambridge, and more.</fc> |
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| Quick links are [[#quick_links|down here]]. Grant support: Deutsche Telekom Foundation |
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Students who did projects under my supervision went on to become PhD students of | Students who did projects under my supervision went on to become PhD students of |
[[https://vision.in.tum.de/|Prof. Cremers]], | [[https://vision.in.tum.de/|Prof. Cremers]], |
[[https://www.helmholtz-muenchen.de/ibmi/people/phd-students/index.html|Prof. Ntziachristos]] | [[https://www.helmholtz-muenchen.de/ibmi/people/phd-students/index.html|Prof. Ntziachristos]] |
(with Prof. van der Smagt), | (with Prof. van der Smagt), |
| [[https://www.helmholtz-muenchen.de/icb/research/labs/machine-learning/staff/index.html|Prof. Theis]], |
| [[https://www.model.in.tum.de/people/runkler/|Prof. Runkler]], |
| [[https://www.in.tum.de/en/caps/staff/|Prof. Schulz]], |
Prof. Griffin & [[https://bkleinberg.net/#phd-students|Prof. Kleinberg]], | Prof. Griffin & [[https://bkleinberg.net/#phd-students|Prof. Kleinberg]], |
[[https://icu.ee.ethz.ch/people/phd-students.html|Prof. Van Gool]], | [[https://icu.ee.ethz.ch/people/phd-students.html|Prof. Van Gool]], |
[[https://www.cl.cam.ac.uk/people/students.html|Prof. Liò]], | [[https://www.cl.cam.ac.uk/people/students.html|Prof. Liò]], |
[[https://graphics.unizar.es/team.html|Prof. Jarabo]], | [[https://graphics.unizar.es/team.html|Prof. Jarabo]], |
[[https://www.helmholtz-muenchen.de/icb/research/groups/machine-learning/staff/index.html|Prof. Theis]], | |
[[https://www.model.in.tum.de/people/runkler/|Prof. Runkler]], | |
[[https://www.in.tum.de/en/caps/staff/|Prof. Schulz]], | |
and others. | and others. |
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Quick links: | |
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| Publications:<bibtex> |
| <author>Golkov|coauthors</author> |
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| === Quick links: === |
[[https://isocpp.org/faq|C++]], | [[https://isocpp.org/faq|C++]], |
[[https://de.mathworks.com/matlabcentral/fileexchange/5685-writing-fast-matlab-code|Matlab]] | [[https://de.mathworks.com/matlabcentral/fileexchange/5685-writing-fast-matlab-code|Matlab]] |
[[https://www.safaribooksonline.com/library/view/apprenticeship-patterns/9780596806842/#toc-start|apprenticeship patterns / software craftsmanship (table of contents can be expanded and contains links to the entire book)]], | [[https://www.safaribooksonline.com/library/view/apprenticeship-patterns/9780596806842/#toc-start|apprenticeship patterns / software craftsmanship (table of contents can be expanded and contains links to the entire book)]], |
[[https://rockt.github.io/2018/08/29/msc-advice|student projects]], | [[https://rockt.github.io/2018/08/29/msc-advice|student projects]], |
[[https://www.springer.com/de/book/9783834810373|mathematical image processing]] | [[https://link.springer.com/book/10.1007/978-3-030-01458-2|mathematical image processing]] |
([[http://link.springer.com.eaccess.ub.tum.de/978-3-8348-9814-2|free access through TUM]]), | ([[https://link-springer-com.eaccess.ub.tum.de/content/pdf/10.1007%2F978-3-030-01458-2.pdf|free access through TUM]]), |
| <html><!--https://link-springer-com.eaccess.ub.tum.de/content/pdf/10.1007%2F978-3-8348-9814-2.pdf--></html> |
[[https://web.stanford.edu/~boyd/papers/prox_algs.html|proximal algorithms]], | [[https://web.stanford.edu/~boyd/papers/prox_algs.html|proximal algorithms]], |
[[https://onlinelibrary.wiley.com/doi/epdf/10.1002/cmr.a.20123|magnetic resonance]], | [[https://onlinelibrary.wiley.com/doi/epdf/10.1002/cmr.a.20123|magnetic resonance]], |
[[https://www.techtalents.io/wp-content/uploads/2019/10/UnternehmerTUM_Handbuch-Soft-Skills_-2019.pdf|soft skills manual for students]], | [[https://www.techtalents.io/wp-content/uploads/2019/10/UnternehmerTUM_Handbuch-Soft-Skills_-2019.pdf|soft skills manual for students]], |
[[https://www.together.tum.de/en/news/publications/tum-career-guide/|TUM Career Guide for International Students]], | [[https://www.together.tum.de/en/news/publications/tum-career-guide/|TUM Career Guide for International Students]], |
[[https://www.together.tum.de/en/news/publications/career-manual/|TUM Career Manual]], | [[https://www.community.tum.de/en/career-service/#career-guide|TUM Career Guide (English)]] |
PhD scholarships | [[https://www.community.tum.de/career-service/#career-guide|TUM Career Guide (German)]] |
| ([[https://docplayer.org/1221036-Tum-handbuch-fuer-ihre-karriere.html|old edition as PDF]]), |
| PhD or exchange scholarships |
[[https://www.stipendienlotse.de/|1]] | [[https://www.stipendienlotse.de/|1]] |
[[https://www.daad.de/deutschland/stipendium/datenbank/en/21148-scholarship-database/|2]] | [[https://www.daad.de/deutschland/stipendium/datenbank/en/21148-scholarship-database/|2]] |
[[https://www.ismrm.org/14/TWAG.htm|conferences]], | [[https://www.ismrm.org/14/TWAG.htm|conferences]], |
[[http://collections.plos.org/ten-simple-rules|Ten Simple Rules series]] | [[http://collections.plos.org/ten-simple-rules|Ten Simple Rules series]] |
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Grant support: Deutsche Telekom Foundation | |
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<bibtex> | |
<author>V. Golkov</author> | |
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