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Xavier Amatriain

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AI for COVID-19: An online virtual care approachMLconf Online 20202020-11-05
Mobile-first chat app and custom EHR integrate AI tools for virtual care in California, with provider escalation built in. Uses an expert-system+deep-learning…
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AI for healthcare: Scaling Access and Quality of Care for EveryoneMLconf SF 20192019-11-08
Curai deploys a mobile primary-care app with hundreds of thousands of users that combines NLP, vision and automatic diagnosis by mixing legacy expert systems…
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Xavier Amatriain, Cofounder & CTO, CuraiMLconf SF 20172017-11-10
Healthcare systems still give clinicians 15 minutes per visit, and medical errors cause about 400,000 deaths annually, so the approach combines ML models…
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Xavier Amatriain interviewData By the Bay 20162016-05-16
Claims that data and text are raw material that can be either noise or turned into usable knowledge, and that success is not volume but the pipeline and…
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From text to knowledge via ML algorithms - the Quora answerData By the Bay 20162016-05-16
Quora claims over 80 million monthly visitors and uses machine learning to turn short Q&A text into actionable signals: a personalized learning-to-rank…
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Xavier Amatriain, VP of Engineering, QuoraMLconf SF 20152015-11-13
Presents ten concrete lessons from building Quora’s ML stack: prefer implicit signals beat explicit (more data, but combine with explicit to avoid clickbait)…
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Xavier Amatriain, VP of Engineering, Quora @ MLconf SEAMLconf Seattle 20152015-05-01
Quora builds concrete ML systems: an answer-ranking using learning-to-rank with LambdaMART that emphasizes text quality and user expertise (currently…
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Xavier Amatriain, Director of Algorithms Engineering, NetflixMLconf SF 20142014-11-14
Netflix runs ~50 million members, logs ~100 billion events per day and reports 7 billion hours in Q2, so engineering choices matter as much as algorithms. Ten…
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