| CPC G08B 21/0476 (2013.01) [G06F 40/169 (2020.01); G06N 3/08 (2013.01); G06V 20/41 (2022.01); G06V 20/52 (2022.01); G08B 21/043 (2013.01); G16H 40/20 (2018.01)] | 22 Claims |

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1. An apparatus, comprising:
a 2-dimensional camera configured to be disposed within a care location and configured to record within a field of view of the 2-dimensional camera, to generate a sequence of 2-dimensional video frames,
a memory operatively coupled to the camera and configured to store the sequence of 2-dimensional video frames,
a processor operatively coupled to the camera and configured to receive from a remote compute device a convolutional neural network (CNN) trained based on aggregate data from a plurality of care locations,
the processor configured to detect an event of interest from a set of predetermined events of interest and from the sequence of 2-dimensional video frames using the CNN, the processor configured to define an event alert upon detection of the event of interest, including event information;
the processor configured to produce a final classification and detection decision of the event of interest based on both pattern recognition and on the sequence of 2-dimensional video frames;
the processor configured to transfer the event alert, the event information and the sequence of 2-dimensional video frames relating to the event of interest over a communications network to a remote server that also receives notification of event validity for each event of interest from an event verification location upon receiving the event information and the sequence of 2-dimensional video frames.
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