On the Convergence of HPC and AI - russianscdays.org · learn and how do we react? Tech...
Transcript of On the Convergence of HPC and AI - russianscdays.org · learn and how do we react? Tech...
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On the Convergence of HPC and AIRussian Supercomputing Days, September 21, 2020, Moscow, Russia
Prof. Dr.-Ing. Hon. Prof. Dr. h.c. Dr h.c. Michael Resch
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HPC
About HPCWhere do
we stand and where are
we headed?
App
ApplicationsWhich
applications will we target and
which will benefit?
Concl.
ConclusionsWhat do we learn and how do we react?
Tech
Technologies & Convergence
Which new technologies do we see and how do they converge?
Roadmap of the Talk
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High Performance Computing
• Growing Peak Speed
• Since 2008 flattening curve
• Issue is Moore‘s law
• Currently 5nm (most recent)
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Gordon Moore, ISSCC 2003
HPC
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Data Analytics
Machine Learning
Artificial Intelligence
Data to Solution (D2S)
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Tech
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::Russian Supercomputing Days
Tech
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CONVERGENCE OF METHODS
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Tech
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Provide high level of
performance at all levels
High Performance Computing
Connect everything in an
intelligent way
Internet of ThingsExtract knowledge from data and prepare intelligent decisions
Artificial Intelligence
Convergence
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Tech
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APPLICATIONS
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App
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::Russian Supercomputing Days
V. Wulfmeyer, T. Schwitalla (Uni Hohenheim)
App
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Pandemic
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Source: https://www.welt.de/gesundheit/article122874241/Forscher-entschluesseln-den-Pandemien-Algorithmus.html
App
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::Russian Supercomputing Days
Source: https://www.computerworld.ch/technik/ki/fraunhofer-arbeitet-an-tool-fake-news-abwehr-1676121.html
App
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Smart Citizens for Smart Cities
• Quality of Life
• Decision Making
• Security of Supply
• Mobility
• Work
• Health
• Education
• Entertainment
• …
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Quelle: https://www.i-scoop.eu/smart-cities-smart-city/
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Conclusions
• Finding
– HCP is loosing momentum
– Various technologies come up
– Technologies converge
• Challenges
– New challenges for the community as a whole
– New skills required
– New research questions lay ahead
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Concl.
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Thanks & Questions
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