公开(公告)号：US20230329196A1

公开(公告)日：2023-10-19

申请号：US18133955

申请日：2023-04-12

Applicant: X Development LLC

Inventor： Pedro Montebello Milani ,  Jung Ook Hong ,  Rajesh Machhindranath Jadhav ,  Yangli Hector Yee ,  Cory Drew Schillaci ,  Julia Black Ling

IPC: A01K61/95 ,  A01K63/00

CPC classification number: A01K61/95 ,  A01K63/003

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for distribution-based machine learning. In some implementations, a method for distribution-based machine learning includes obtaining fish images from a camera device; generating predicted values using a machine learning model and one or more of the fish images; comparing the predicted values to distribution data representing features of multiple fish; and updating one or more parameters of the machine learning model based on the comparison.

公开(公告)号：US20230064718A1

公开(公告)日：2023-03-02

申请号：US17465368

申请日：2021-09-02

Applicant: X Development LLC

Inventor： Julia Black Ling ,  Kira Kamilla Smiley ,  Jung Ook Hong ,  Christopher Leslie

IPC: G06N20/00 ,  A23K50/80 ,  G06K9/62 ,  A01K61/80

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that automate selection of configuration data. One of the methods includes obtaining meal configuration data relating to feeding livestock in an aquaculture environment that includes one or more feeding parameters relating to feeding farmed livestock and one or more criteria. Each of the one or more criteria can be associated with the one or more feeding parameters. Sensor data can be obtained that describes at least one property of the aquaculture environment. A selected set of feeding parameters can be selected using the obtained sensor data and the obtained feeding parameters. The selected set of feeding parameters can be provided to a feeding control subsystem.