Abstract: This invention relates to a food assessment device. The food assessment device includes a turntable plate for accommodating a food item. The food assessment device further includes a lid enclosing the turntable plate. Further, surface of the lid includes at least one Artificial Intelligence (AI) enabled camera to capture one of video data, or image data of the food item for identifying the food item, a set of Near Infrared (NIRED) sensors for determining chemical composition of the food item, at least one Light Detecting and Ranging (LIDAR) sensor for determining volume of the food item. It should be noted that each of the at least one AI enabled camera, the set of NIRED sensors, and the at least one LIDAR sensor faces towards the food item and scans the food item until the turntable plate completes a rotation.

Abstract: In some embodiments, techniques for identifying bot activity are provided. For example, a process may involve receiving a plurality of samples, wherein each sample is a record of click activity; classifying the plurality of samples among a first class and a second class, using a machine learning model trained by a training process, to produce a corresponding plurality of classification predictions; filtering click activity data, based on information from the plurality of classification predictions, to produce filtered click activity data; and causing a user interface of a computing environment to be modified based on information from the filtered click activity data. The training process includes training the machine learning model to classify samples among the first and second classes, using a training set of samples of the first class, a training set of samples of the second class, and values of a topological loss function calculated based on the training sets.

Abstract: Techniques for managing a parts catalog of part objects corresponding to media content items are provided. Upon receiving a request to build a new part object for a part provider management system for a new content item, one embodiment collects a plurality of contribution references corresponding to a plurality of contributions relating to the new content item. A new part object is built based on the plurality of contributions and using a part creation graph corresponding to a type of the new content item. The new part object is published to a parts catalog for the part provider management system, for consumption by one or more downstream systems.

Abstract: Devices and methods are provided for determining video data using contributor trust scores. A device may receive first data associated with a video program, wherein the first data are received from a first contributor, the first contributor having a first reliability ranking. The device may receive second data associated with the video program, wherein the second data are received from a second contributor, the second contributor having a second reliability ranking. The device may determine that the first reliability ranking is higher than the second reliability ranking. The device may send the first data to a catalog including additional video data.

Abstract: The present invention relates to a prostate screening module and the method for operating the same. It uses nanometer-grade nickel oxide as the screening film. By contacting nickel oxide with hydrogen peroxide having various concentrations, the surface potential of nickel oxide will be changed and resulting in voltage shift, which can be used to judge the concentration of hydrogen peroxide. The sample for screening is urine or blood serum. After the sarcosine in urine or blood serum is oxidized and forming hydrogen peroxide, the content of sarcosine in the sample can be deduced by means of the reaction between hydrogen peroxide and nickel oxide. Accordingly, the possibility of prostate cancer can be evaluated.