Jakob Jordan, Department of Physiology, University of Bern, Bern, Switzerland
"Denkfabrik", Integrata Stiftung, 0620.04.2022
Image credit: https://www.lmfa.org/events/cultivating-creativity/
twitter: @_jakobj
github: https://github.com/jakobj/
> "Creativity: the ability to produce or use original and unusual ideas."
Cambridge Dictionary
> "Creativity is a phenomenon whereby something new and valuable is formed."
Wikipedia
https://github.com/PJ-Finlay/pytorch-deepdream
https://medium.com/keio-sfc-interaction-design-class-2021-spring
> "With the 37th move in the match's second game, AlphaGo landed a surprise on the right-hand side of the 19-by-19 board that flummoxed even the world's best Go players, including Lee Sedol. "That's a very strange move," said one commentator, himself a nine dan Go player, the highest rank there is. "I thought it was a mistake," said the other."
https://wired.com/
"Learning" : maximize a function by trial and error that measures how well the machine works under given constraints
Examples
Approach
penntoday.upenn.edu
?
Shortcut learning: a striking mismatch between
human-intended and model-learned solution
Geirhos et al. (2020)
Transparency/explainability of algorithms is essential
if we want to maximize the positive impact of machine learning.
https://openai.com/blog/faulty-reward-functions/
Bengio et al. (1995)
Jordan, Schmidt et al. (2020)
Transparent alternative to neural networks: genetic programming
Offspring production
via "mutation"
of equations
Jordan, Schmidt et al. (2020)
Williams (1987)
Urbanczik & Senn (2009)
"AI" (2020)
Appendix