Packaging and deploying algorithms for flexible machine learning

Packaging and deploying algorithms for flexible machine learning

Techniques for using scoring algorithms utilizing containers for flexible machine learning inference are described. In some embodiments, a request to host a machine learning (ML) model within a service provider network on behalf of a user is received, the request identifying an endpoint to perform s...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Smola, Alexander Johannes, Stefani, Stefano, Goodhart, Taylor, Liberty, Edo, Sivasubramanian, Swaminathan, Bice, Richard Shawn, Swan, Charles Drummond, Wiley, Craig, Loeppky, Steven Andrew, Faulhaber, Jr., Thomas Albert
Format: Patent
Sprache:eng
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
PHYSICS
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Beschreibung
Zusammenfassung:Techniques for using scoring algorithms utilizing containers for flexible machine learning inference are described. In some embodiments, a request to host a machine learning (ML) model within a service provider network on behalf of a user is received, the request identifying an endpoint to perform scoring using the ML model. An endpoint is initialized as a container running on a virtual machine based on a container image and used to score data and return a result of said scoring to a user device.