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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 2020
2021 2022 | LOGBUCH ONLINE-SEMINAR WIRTSCHAFTSINFORMATIK
Deep Learning Neural Networks, AI/Machine Intelligence, Cognitive Computing
- Current state of the art and impacts of AI on business,
management, manufacturing, automation, and society -
CDHK Online Seminar WS 2022/23, Tongji University
Tencent VooV Online Meeting
Oct. 2022, 17:50 - 21:35 CST
( 17:50-18:50 - pause - 19:05-20:05 - pause - 20:20-21:20 - Q&A - end )
.. | Prof. Dr. Guanwei Huang
Metro Stiftungslehrstuhl für Innovationsmanagement und Wirtschaftsinformatik
CDHK, Tongji University
Shanghai, China |  |
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Seminar-Verlauf - Lehrplan - Überblick
.. | . Status: 24 Oct 2022 - VS-1.3 |
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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 2022/23 |
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