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CDHK - Chinesisch-Deutsches Hochschulkolleg |
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| Prof. Dr. Ludwig Nastansky, emer. .. Groupware Competence Center (GCC)
University of Paderborn, Germany.. Adjunct Professor
Business Information Systems
Tongji-Universität l 同济大学
Chinesisch-Deutsches Hochschulkolleg
CDHK l 中德学院
Tongji University, Shanghai
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2006 2007 2008 2009
2010 2011 2012 2013-03
2013-10 2013-11 2014 2015
2016 2017 2018 2019 | LOGBUCH DES WORKSHOPS WIRTSCHAFTSINFORMATIK
Cognitive Computing, AI/Machine Intelligence,
and Deep Learning Neural Networks
- Current state of the art and impacts of AI on business,
management, manufacturing, automation, and society -
CDHK Blockveranstaltung, Tongji University
Siping Campus, CDHK-Gebäude
Gruppe 1: 09.09. 13:30-17:05; 11.09. 08:50-17:05; 16.09. 08:50-17:05 - Raum 305
Gruppe 2: 13.09. 08:50-17:05 14.09. 08:50-17:05; 15.09. 08:50-12:20 - Raum 307
.. | Prof. Dr. Guanwei Huang
Metro Stiftungslehrstuhl für Innovationsmanagement und Wirtschaftsinformatik
CDHK, Tongji University
Shanghai, China |  |
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Workshop-Verlauf - Lehrplan - Überblick
.. | . Status 26.09.19 VS-4.2 |
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Prezi Next Homepage - AI-Topics (c) The Economist
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Agenda |
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1. Introduction
AI - Rise of the Machines; Deep Learning (DL) vs. Machine Learning (ML); AI and DL – A Conceptual Overview; DL-Environments and Ecosystems - Worldwide and China
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2. The AI/DL Ecosystem: Core Developments and Technologies
2.1. The Macro Picture: Big Data, Data Centers, Cloud Services
2.2. The Micro Picture: Processors: From CPU over GPU to TPU and FPGA ... and more
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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, ...)
3.3. DLConcepts
(DL Tutorial, Feed Forward & Backpropagation, Convolution & Convolution Tutorial, DL Live Layer
Activation and Interaction, DL Glossary)
3.4. Speech and Sound
3.5. Tutorial / Survey: Current DL Network types, Imagenet Winners, Live Demos (ConvNetJS
Autoencoder, ConvNet Visual Recognition, Image Kernels visualization)
3.6. DL Godfather Geoffrey Hinton finally says: Start it over – especially Backpropagation!
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4. Applications and Society
4.1. Business – Entrepreneurship (Online Shopping, DL Startups, Marketing, Fraud Prevention, ...)
4.2. Industry – Manufacturing (Automotive, Supply Chains, Logistics, ...)
4.3. Society (Education and Policy, Health and Medical, Impact on Jobs, Automation Anxiety)
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5. Miscellaneous – Open Issues
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6. Code-Examples und References exemplarily based on „MATLAB“ DL-Libraries
(DL Toolbox, Visualize ConvNet Features, WebCam Image Recognition, Object Detection, Creative Art „Deep Dream“) | |
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Syllabus WINFO/AI-DL Workshop WS 2019/20 |
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