Artikel aus der Rhein-Neckar-Zeitung / Nr. 281 vom 02.12.2008
"Eine Studie der TU Dresden sieht die
Universitäten bereits „ab 2008 vor einem
massiven Einbruch der Studienanfänger
zahlen“. Lebten 2006 noch rund 53 000
junge Menschen im Alter zwischen 17
und 20 Jahren in Sachsen, prognostiziert
das Statistische Landesamt bis 2020 ei
nen Rückgang auf etwa 29 000."
This is the Graph Neural Networks: Hands-on Session from the Stanford 2019 Fall CS224W course.
In this tutorial, we will explore the implementation of graph neural networks and investigate what representations these networks learn. Along the way, we'll see how PyTorch Geometric and TensorBoardX can help us with constructing and training graph models.
Pytorch Geometric tutorial part starts at -- 0:33:30
Details on:
* Graph Convolutional Neural Networks (GCN)
* Custom Convolutional Model
* Message passing
* Aggregation functions
* Update
* Graph Pooling
K. Cardiff. The Political Economy of Adjustment Throughout and Beyond the Eurozone Crisis: What Have We Learned?, Routledge, London, (Eurobarometer).(2020)
W. Liu, P. Zhou, Z. Wang, Z. Zhao, H. Deng, and Q. JU. Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, page 6035--6044. Online, Association for Computational Linguistics, (July 2020)
T. Anand Panchbhai, and E. Marx. Second Iberoamerican Conference and First Indo-American Conference (KGSWC 2020), Mérida, Mexico, November 26–27, Springer International Publishing, (2020)
S. Linek, C. Hoffmann, and R. Jäschke. Proceedings of the 14th International Technology, Education and Development Conference, page 1009--1018. IATED, (March 2020)
L. Zeng, M. Alrifai, S. Chelaru, M. Nolting, and W. Nejdl. 23rd IEEE International Conference on Intelligent Transportation Systems, ITSC 2020, Rhodes, Greece, September 20-23, 2020, page 1--8. IEEE, (2020)
K. Kobs, T. Koopmann, A. Zehe, D. Fernes, P. Krop, and A. Hotho. Findings of the Association for Computational Linguistics: EMNLP 2020, page 878--883. Online, Association for Computational Linguistics, (November 2020)
M. Wahalla, G. Payá Vayá, and H. Blume. 2020 42nd Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC), page 4046-4050. (2020)
E. Fischer, D. Zoller, A. Dallmann, and A. Hotho. KI 2020: Advances in Artificial Intelligence, 12325, page 275-282. Cham, Springer International Publishing, (2020)