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"We worried if we didn't find a way to give people signal through the noise, the catalog size would be overwhelming, so we built personalization … Necessity was the mother of invention for us".
Algorithmic personalization is a necessity.
Is this personalization even necessary?
Personalization of pedestrian routes becomes a necessity due to the wide variety of user profiles that may differ on preferences or requirements to choose a route.
Many Web merchants have been much more concerned with cutting costs and providing easy site navigation than adopting so-called "personalization" features, which are seen more as luxuries than necessities.
P = Personalization.
Personalization is free.
"Personalization leads to polarization".
ICML 2016 Personalization Workshop.
What is acceptable personalization?
We looked at personalization.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com