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Sam Charrington

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Opening AddressTWIMLcon: AI Platforms 20192019-10-01
Narrative traces ML’s shift from AlexNet 2012 to production: TensorFlow rises then PyTorch gains ground, cloud infra lowers barriers, and enterprises stop with…
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Overcoming the Barriers to Deep Learning in ProductionTWIMLcon: AI Platforms 20192019-10-01
Overview of concrete tactics and failures: commercial engagements build vision-guided smart agricultural machinery that increases yield without new land; early…
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Encoding Company Culture in Applied AI SystemsTWIMLcon: AI Platforms 20192019-10-01
Deepak Agarwal, vice president of artificial intelligence at LinkedIn, will join Sam Charrington on the TWIMLcon stage for a live podcast interview to explore…
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Team Teardown: Organizing and Supporting MLTWIMLcon: AI Platforms 20192019-10-01
Airbnb runs an internal ML platform called Bighead (launched October prior year) that teams use for notebooking, feature engineering, model exploration and…
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Closing AddressTWIMLcon: AI Platforms 20192019-10-01
An experiment runs cloud transcription services on podcast audio and finds cloud transcription defaults are useless: services need tuned modes, fail on…
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Team Teardown: Evolving an ML PlatformTWIMLcon: AI Platforms 20192019-10-01
Centralized ML team of about 7–8 engineers and 5 data scientists builds a serving platform, model management and a forthcoming feature store; onboarding moves…
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