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Carlos Villavieja

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From Black Box to a Known Quantity: How to Build Predictable, Reliable ML-basedSREcon19 Americas2019-03-25
Sixty interviews across production teams yield five concrete rules: monitor model freshness because model quality degrades with age, stamp models with…
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Productionizing Machine-Learning Services: Lessons from Google SRESREcon18 Asia/Australia2018-06-06
Claim: models must be retrained continuously because accuracy decays in days or weeks; Google sees production models age fast and YouTube’s “watch next” needs…
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