Digital Battery Twin • Pouyan Asgharzadeh • GOTO 2021

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This presentation was recorded at GOTO AI Summit 2021. #GOTOcon #GOTOcph
https://gotocph.com/ai-summit

Pouyan Asgharzadeh - Senior machine learning expert & project lead for AI innovation at MHP – A Porsche Company

ABSTRACT
E-mobility, AI and Machine Learning are currently some of the most important topics in the automobile industry.
Dr. Enno Kätelhön and Dr. Pouyan Asgharzadeh focus on the development of Digital Twins with machine learning algorithms.
Together they will dive into the processes behind this technology and elaborate on how AI and Machine Learning are applied to e-mobility [...]

TIMECODES
00:00 Intro
00:32 SAP Asset Management Solutions (https://youtu.be/aXayGGzsSKQ)
03:30 Talk intro
05:45 Digital twins
07:44 Enabling technologies
09:22 Machine learning
11:28 The digital twin
13:11 Continuous learning & understanding
15:35 Hybrid modeling approaches
19:02 Advantages of digital twins
19:42 Use case: Digital battery twins
23:26 Outro

Rread the full abstract here:
https://gotocph.com/ai-summit/sessions/1986/digital-battery-twin

RECOMMENDED BOOKS
Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ
Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx
Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg
Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x
Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • https://amzn.to/3m9HNjP
Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • https://amzn.to/2XZaQy8

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Video Credit
SAP Industries: https://youtu.be/aXayGGzsSKQ



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