« They [Netflix] even offered a $1 million prize to
the team that could design an algorithm that would improve the company’s
ability to predict how many stars users would give movies. It took years to
improve the algorithm by a mere 10 percent.
The prize was awarded in 2009, but Netflix never actually incorporated the new models. That's in part because of the work required, but also because Netflix had decided to “go beyond the 5 stars,” which is where the personalized genres come in.
The prize was awarded in 2009, but Netflix never actually incorporated the new models. That's in part because of the work required, but also because Netflix had decided to “go beyond the 5 stars,” which is where the personalized genres come in.
The human language of the genres helps people
identify with the recommendations. “Predicting something is 3.2 stars is kind
of fun if you have a engineering sensibility, but it would be more useful to
talk about dysfunctional families and viral plagues. We wanted to put in more
language,” Yellin said. “We wanted to highlight our personalization because we
pride ourselves on putting the right title in front of the right person at the
right time.”
And nothing highlights their personalization like throwing you a very, very specific altgenre. »
And nothing highlights their personalization like throwing you a very, very specific altgenre. »
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