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Groupware Competence Center (GCC)
University of Paderborn, Germany
Prof. Dr. Ludwig Nastansky
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Prof. Dr. Pei Wang-Nastansky
Florida International Univ., Miami, USA
Tianjin Univ. of Commerce, China
. | Workplace und Knowledge Management Systems (WKMS)
CDHK Blockveranstaltung, Tongji University Shanghai
. | Metro Stiftungslehrstuhl für Innovationsmanagement und Wirtschaftsinformatik
CDHK, Tongji University, Shanghai, China
Prof. Dr. Guanwei Huang |
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Thema /
Topic
. | .Tagesablauf / Agenda
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Beschreibung / Description
. | Lehrunterlagen & Übung /
Resources |
 | Klassenraum: Vorlesung, Übungen, Gruppenarbeit / Class | |
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1. Introduction
(AI - Rise of the Machines, Machine Learning (ML) vs. Deep Learning (DL), AI and DL – A Conceptual Overview)
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2. Underlying and Defining Core Developments and Technologies
2.1. Big Data and worldwide Distribution of Data Centers
2.2. Processors: From CPU over GPU to TPU and FPGA
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."Computing speed doubles every two subjective years of work.
Two years after Artificial Intelligences reach human equivalence, their speed doubles.
One year later, their speed doubles again.
Six months - three months - 1.5 months
... Singularity.” | .
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Eliezer Yudkowsky,
Staring at the Singularity, 1996 | Computer Farms / Data Centers: Not that easy to get around, at least physically. | Kai Yu, at Baidu's Research Center in Silicon Valley: Making a point on Deep Learning. |
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3. Theory – Research
3.1. The „Dark Ages“ of DL – Lessons of Perseverance in Research
3.2. Network of Researchers Driving DL(amongst others: Geoffrey Hinton, Yann LeCun, Joshua Bengio, Andrew Ng, Jürgen Schmidhuber, Fei-Fei Li)
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