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Deep Learning BytesDr. J. van Gemert
2Video credits: “MonoPerfCap”, Xu et al., 2018
3Video credits: “Deep video portraits”, Kim et al., 2018
4Video credits: youtube, K. Majek, 2018
What is Deep Learning?
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Machine Learning: Application independent
Deep Learning: Coupled to the application
Computer programming by Deep Learning
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Instead of how to do a task: Give examples of what to do:
Big Labels
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Big Labels
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Big Labels
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Current research state-of-the art
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Reduce annotation effort:
Security against adversarial attacks:
Interpretability:
Efficiency:
Role of the university
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DL revolution came from academia:
No products; generic solutions:
Knowledge powers innovation:
