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Fig. 4 The semantic tag recommendation process.
We can always use more transparency from algorithmic recommendation systems, so it's good to see Google peeling back the curtain a bit on Instant Mix.
How does the online recommendation process work?
The wisdom of the crowd or the algorithmic recommendation machine only takes you so far.
Netflix, in its attempts to create an all-knowing algorithmic recommendation machine, has done away with demographic information like gender.
Warehouses are "fulfillment centers," algorithmic recommendations are "personalization".
Its current focus is on "discover", which introduces listeners to music via Spotify Radio, curated playlists and algorithmic recommendations.
Hence the unstoppable march of algorithmic recommendations, machine learning, artificial intelligence and big data into the cultural sphere.
Recent research indicates that people are more likely to follow algorithmic recommendations when they can adjust them (even slightly).
We found that the algorithmic recommendations drove a 25% increase in the number of products viewed by consumers and a 35% increase in products purchased.
The company also clarified that once an account is memorialised, it shouldn't show up in algorithmic recommendations either before or after this change.
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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