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Keith Coleman ๐ŸŒฑ๐Ÿ˜€๐Ÿ™Œ
@kcoleman
VP Product @X. Previously CEO at Yes Inc, @google ๐Ÿ™Œ
914 Following    41.2K Followers
Under The Hood is now widely available - appreciate the patience of those who've been waiting and asking about it. It already delivered unprecedented transparency, but we wanted to add more. Now you can see if legal demands from a country are causing your visibility to be limited, and which country.
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OK letโ€™s try this: โ€”โ€”โ€”โ€”โ€”โ€”โ€”- Pretend youโ€™re 5 and the algorithm is a smart robot that picks which toys (posts) to show you in your toy box (For You feed). The robot doesnโ€™t just count how many times people already played with a toy (likes, reports, etc.). Instead, it looks at you and guesses: โ€ข โ€œHow likely is this kid to like this toy?โ€ โ€ข โ€œHow likely is this kid to report this toy as yucky?โ€ โ€ข โ€œHow long might this kid play with it?โ€ Those guesses are little numbers between 0 and 1 (probabilities). The โ€œweightsโ€ are like special multipliers the robot puts on those guesses: โ€ข A like-guess might get multiplied by a small number (like 0.5). โ€ข A report-guess might get multiplied by a big negative number (like โ€“234). Then the robot adds all those multiplied guesses together to give the toy a final โ€œyay or nayโ€ score and sorts the toys by that score. Why the numbers look so big and why people get confused Reports almost never happen, so the robotโ€™s โ€œwill you report this?โ€ guess is usually a tiny number (like 0.0001). To make that tiny guess still matter a little bit in the final score, they give it a big multiplier. People sometimes look at the big number and think โ€œ1 report = 468 likes!โ€ โ€จThatโ€™s wrong. Itโ€™s not counting real reports or real likes. Itโ€™s only multiplying the guesses the robot made about you. If the robot thinks youโ€™re the kind of person who almost never reports anything, even a big weight on โ€œreportโ€ barely moves the score. The whole thing is personalized to how you usually behave. The people who wrote the code even put big comments in the GitHub repo so no one (and no other robots) gets confused about this again. Thatโ€™s the whole idea in kid words: the weights turn the robotโ€™s personal guesses about you into a ranking, not a simple โ€œcount the hearts and flags.โ€
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"I used to always wonder about my reach and visibility and was convinced something was wrong with my account. But it turns out my assumptions were wrong." Now you can check & verify.
Best demo Iโ€™ve seen yet โ€” itโ€™s this easy ๐Ÿ‘‡
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