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Familiarizing themselves with the Formula One tracks is a large part of the preparation for today's rookies.
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The "minus one" tracks are used as the evaluation data.
Such a collection of variations for one track is super rare on Spotify, which usually only has one (maybe two) versions of each song.
It first converts each track into a binary vector based on genome wide occurrence; then the occurrence of one track is modeled as a function of the occurrence of other tracks through a log-linear model.
One track is even about portraits of soldiers who died.
One track is 67 minutes long and not a second wasted!
One track is called "Five Year Gods," and it is about politicians who make promises during the election season and do nothing in their five years in office.
The five songs are studded with references to quantum entanglement and astronomy, while one track is entirely built from sounds recorded during a trip to the Amazon.
The final set piece is a little protracted, but the jokes are mostly sharp and enjoyably self-referential and the songs still catchy (one track is titled Catchy Song).
Chirpy pop choruses punctuate raps, and the beat stays brisk and unpredictable; one track is built around booping touch tones and dial tones.
What we said: "While metal and punk rip throughout (one track is even named Black Flag), sleaze oozes from its pores, too", wrote Harriet Gibsone, in the Guardian.
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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