Nantmedia Holdings, LLC

Other

Phillip Yang

Patrick Soon-Shiong

Bing Song

Hao Lu

Jeffrey Michael Balbien

Son Q Le

A method of automated database element processing includes training a wide machine learning model with historical feature vector inputs to generate a wide ranked element output. The method includes training a deep machine learning model with the historical feature vector inputs to generate a deep ranked element output. The method includes generating a set of inputs specific to an individual entity, obtaining a set of current article database elements, and creating a feature vector input according to the set of inputs and the set of current article database elements. The method includes processing the feature vector input with the wide machine learning model to generate a wide ranked element list, processing the feature vector input with the deep machine learning model to generate a deep ranked element list, and merging database elements of the wide and deep ranked element lists to generate a ranked element recommendation output.

Combined wide and deep machine learning models for automated database element processing systems, methods and apparatuses

A needle connecting apparatus for connecting a needle to a syringe and for covering the needle for disposal includes a connector housing. A first mounting point on the connector housing mounts the housing to a syringe body. A second mounting point on the connector housing mounts base of a needle to the housing. A rigid needle cover is movably mounted to the connector housing for exposing a needle mounted to the connector housing when in a first position and for covering a needle mounted to the connector housing when in a second position.

Cover and connector for hypodermic needle

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Los Angeles, CA, United States of America

Phillip Yang