Publications

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2019

Kamp, Michael

Black-Box Parallelization for Machine Learning (PhD Thesis)

Universitäts-und Landesbibliothek Bonn, 2019.

(Abstract | Links | BibTeX | Tags: averaging, black-box, communication-efficient, convex optimization, deep learning, distributed, dynamic averaging, federated, learning theory, machine learning, parallelization, privacy, radon machine)

2017

Gunar Ernis, Michael Kamp

Machine Learning für die smarte Produktion (Journal Article)

VDMA-Nachrichten, pp. 36-37, 2017.

(Links | BibTeX | Tags: industry 4.0, machine learning, smart production)

Kamp, Michael; Boley, Mario; Missura, Olana; Gärtner, Thomas

Effective Parallelisation for Machine Learning (Inproceedings)

Advances in Neural Information Processing Systems, pp. 6480–6491, 2017.

(Abstract | Links | BibTeX | Tags: decentralized, distributed, machine learning, parallelization, radon)