Amazon Technologies, Inc.

Rakesh Ramakrishnan

Sriram Krishnan

Aleksandr Mikhaylovich Ingerman

Nicolle M Correa

Robert Matthias Steele

Saman Zarandioon

Charles Eric Dannaker

Sudhakar Rao Puvvadi

Tarun Agarwal

Daniel Blick

Jun Qian

Polly Po Lee

Ralf Herbrich

Jin Li

Michael Brueckner

Gerard Guy Medioni

Nishitkumar Ashokkumar Desai

Jayakrishnan Kumar Eledath

Pahal Kamlesh Dalal

Hoi Cheung Pang

Kaustav Kundu

Geoffrey A Franz

Leo Parker Dirac

Donghui Zhuo

Tianming Zheng

Polly Po Yee Lee

Commercial interactions with non-discretized items such as liquids in carafes or other dispensers are detected and associated with actors using images captured by one or more digital cameras including the carafes or dispensers within their fields of view. The images are processed to detect body parts of actors and other aspects therein, and to not only determine that a commercial interaction has occurred but also identify an actor that performed the commercial interaction. Based on information or data determined from such images, movements of body parts associated with raising, lowering or rotating one or more carafes or other dispensers may be detected, and a commercial interaction involving such carafes or dispensers may be detected and associated with a specific actor accordingly.

Detecting interactions with non-discretized items and associating interactions with actors using digital images

A record extraction request for a data set is received at a machine learning service. A plan to perform one or more chunk-level operations (such as sampling, shuffling, splitting or partitioning for parallel computation) on chunks of the data set is generated. A set of data transfers that results in a particular chunk being stored in a particular server's memory is initiated to implement the first chunk-level operation of the sequence. A second operation such as another filtering operation or a feature processing operation is performed on a result set of the first chunk-level operation.

Input processing for machine learning

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Seattle, WA, United States of America

Rakesh Ramakrishnan