Abstract: A system and method for assessing categorized pixels of satellite images associated with agriculture land parcel using an artificial intelligence (AI) model are provided.

Abstract: Embodiments provide methods and systems for unstructured pruning of a neural network. Method performed by a neural network pruning system includes accessing a trained neural network to be pruned. The trained neural network includes one or more neural layers. The method includes computing values of layer parameters for a filter associated with a neural layer based, at least in part, on a pruning criteria. The method further includes computing a tag identifier associated with the filter of the trained neural network based, at least in part, on corresponding values of layer parameters of the filter. The method further includes storing the tag identifier and the values of the layer parameters for filter of the trained neural network in a database.

Abstract: Systems and methods for storing videos in a storage device, more specifically in a digital video recorder (DVR). The method includes determining, for each video, a condition indicating a need to reduce the size of a respective video is determined. The condition being at least a storage period of the respective video being greater than a threshold time period. Upon determination reducing the video size either by reducing at least one quality parameter of the respective video or by eliminating at least one video segment of the video corresponding to an uneventful region. Further after the size reduction, storing the respective video as a modified version of the respective video in the storage device. Further, the video or a portion of video comprising important events can be shared with a remote device.

Abstract: The embodiments set forth techniques for facilitating processing checkpoints between computing devices. A method can be performed by at least one first computing device configured to interface with a first server computing device cluster, and include (1) processing objects managed by the first server computing device cluster, where the objects are stored across at least two first partitions associated with the first server computing device cluster, (2) detecting a condition to facilitate a processing checkpoint with at least one second computing device configured to interface with a second server computing device cluster, where the objects are mirrored—but stored differently across at least two second partitions associated with the second server computing device cluster, (3) gathering, from each partition of the at least two first partitions, information associated with a particular number of last-processed objects, and (4) providing the information to the at least one second computing device.

Abstract: Data events of an event stream are processed in accordance with temporally valid machine learning models. A streaming node may receive data events via an event stream. Each data event may be associated with a timestamp. The streaming node may also utilize punctuation events that specify the temporal validity of available machine learning models. The streaming node performs a temporal join operation for each data event based on its timestamp and the temporal validity. If the data event's timestamp is less than or equal to the punctuation event's timestamp, the data event is provided to the temporally valid machine learning model for processing thereby. If the data event's timestamp is greater than the punctuation event's timestamp, the data event is held until a subsequent punctuation event specifying a later timestamp is received.

Abstract: The present disclosure provides reagents that can be used to label synthetic oligonucleotides with rhodamine dyes or dye networks that contain rhodamine dyes.

Abstract: A method for managing and routing client queries within an entity is provided. The method may include receiving a client query including origination identification data associated with a sender of the client query. In response to searching in a database for history correlating to the origination identification data, determining that no relevant history exists with respect to the origination identification data. The method may include identifying the sender by identifying, within the query, a first character string identical to a first keyword stored in a classification model within a database, using the first keyword to identify a second character string that includes the first keyword in addition to other characters, identifying, from a list of sub-entities, a sub-entity associated with the first keyword and using a combination of the first keyword, the sub-entity and one or more attributes to identify the sender as an existing client.

Abstract: Systems and methods for storing videos in a storage device, more specifically in a digital video recorder (DVR). The method includes determining, for each video, a condition indicating a need to reduce the size of a respective video is determined. The condition being at least a storage period of the respective video being greater than a threshold time period. Upon determination reducing the video size either by reducing at least one quality parameter of the respective video or by eliminating at least one video segment of the video corresponding to an uneventful region. Further after the size reduction, storing the respective video as a modified version of the respective video in the storage device. Further, the video or a portion of video comprising important events can be shared with a remote device.

Abstract: The present disclosure provides reagents that can be used to label synthetic oligonucleotides with rhodamine dyes or dye networks that contain rhodamine dyes.

Abstract: The invention provides a system and method of monitoring a vehicle during commute. The system comprising of one or more camera modules in communication with one or more computation device. A camera module is configured to collect multiple data during the commute including video frames of one or more views, and location, position, direction, orientation, velocity and the combination thereof of the vehicle. The collected data is sent to a computation device where the data is analyzed to identify events and the same will be notified to one or more user device(s). In one embodiment, the communication between the computation device and the camera module may be carried out wirelessly via Wi-Fi where the camera module is configured to act in one or more modes of communication such as an access point (AP) mode or a station (STA) mode or Wi-Fi direct or the combination thereof.

Abstract: Data events of an event stream are processed in accordance with temporally valid machine learning models. A streaming node may receive data events via an event stream. Each data event may be associated with a timestamp. The streaming node may also utilize punctuation events that specify the temporal validity of available machine learning models. The streaming node performs a temporal join operation for each data event based on its timestamp and the temporal validity. If the data event's timestamp is less than or equal to the punctuation event's timestamp, the data event is provided to the temporally valid machine learning model for processing thereby. If the data event's timestamp is greater than the punctuation event's timestamp, the data event is held until a subsequent punctuation event specifying a later timestamp is received.

Abstract: The embodiments set forth techniques for facilitating processing checkpoints between computing devices. A method can be performed by at least one first computing device configured to interface with a first server computing device cluster, and include (1) processing objects managed by the first server computing device cluster, where the objects are stored across at least two first partitions associated with the first server computing device cluster, (2) detecting a condition to facilitate a processing checkpoint with at least one second computing device configured to interface with a second server computing device cluster, where the objects are mirrored—but stored differently across at least two second partitions associated with the second server computing device cluster, (3) gathering, from each partition of the at least two first partitions, information associated with a particular number of last-processed objects, and (4) providing the information to the at least one second computing device.

Abstract: A method for managing and routing client queries within an entity is provided. The method may include receiving a client query including origination identification data associated with a sender of the client query. In response to searching in a database for history correlating to the origination identification data, determining that no relevant history exists with respect to the origination identification data. The method may include identifying the sender by identifying, within the query, a first character string identical to a first keyword stored in a classification model within a database, using the first keyword to identify a second character string that includes the first keyword in addition to other characters, identifying, from a list of sub-entities, a sub-entity associated with the first keyword and using a combination of the first keyword, the sub-entity and one or more attributes to identify the sender as an existing client.

Abstract: Methods and systems for facilitating driver behavior monitoring and evaluation of driver performance during a trip are provided. The method includes facilitating, by a processing system of an on-board detection device positioned in a vehicle, recording of media data using cameras mounted on the vehicle and multisensory data using sensors positioned in the vehicle. The media data includes a plurality of image frames. The method includes generating metadata based on at least one image frame of the plurality of image frames and the multisensory data, detecting an occurrence of an event based at least on the metadata and a set of configuration parameters, uploading the metadata and the media data of the event to a cloud server based on event upload rules, and facilitating a media status update flag corresponding to the event, the media status update flag representing a completion of uploading of the media data of the event.

Abstract: Described herein are bioactive peptides that are modified at one or more positions with a PEG moiety. An example of such a PEGylated bioactive peptide is a GHRH analog that is modified at one or more positions with a PEG moiety. Also described are pharmaceutically acceptable salts thereof and pharmaceutical compositions comprising such analogs or salts thereof, as well as methods, kits and uses thereof, for example for inducing or stimulating growth hormone secretion in a subject and for diagnosing, preventing or treating GH-deficient conditions in a subject.

Abstract: The embodiments set forth techniques for facilitating processing checkpoints between computing devices. A method can be performed by at least one first computing device configured to interface with a first server computing device cluster, and include (1) processing objects managed by the first server computing device cluster, where the objects are stored across at least two first partitions associated with the first server computing device cluster, (2) detecting a condition to facilitate a processing checkpoint with at least one second computing device configured to interface with a second server computing device cluster, where the objects are mirrored—but stored differently across at least two second partitions associated with the second server computing device cluster, (3) gathering, from each partition of the at least two first partitions, information associated with a particular number of last-processed objects, and (4) providing the information to the at least one second computing device.

Abstract: The present disclosure provides reagents that can be used to label synthetic oligonucleotides with rhodamine dyes or dye networks that contain rhodamine dyes.

Abstract: The invention provides a system and method of monitoring a vehicle during commute. The system comprising of one or more camera modules in communication with one or more computation device. A camera module is configured to collect multiple data during the commute including video frames of one or more views, and location, position, direction, orientation, velocity and the combination thereof of the vehicle. The collected data is sent to a computation device where the data is analyzed to identify events and the same will be notified to one or more user device(s). In one embodiment, the communication between the computation device and the camera module may be carried out wirelessly via Wi-Fi where the camera module is configured to act in one or more modes of communication such as an access point (AP) mode or a station (STA) mode or Wi-Fi direct or the combination thereof.

Abstract: Methods and systems for facilitating driver behavior monitoring and evaluation of driver performance during a trip are provided. The method includes facilitating, by a processing system of an on-board detection device positioned in a vehicle, recording of media data using cameras mounted on the vehicle and multisensory data using sensors positioned in the vehicle. The media data includes a plurality of image frames. The method includes generating metadata based on at least one image frame of the plurality of image frames and the multisensory data, detecting an occurrence of an event based at least on the metadata and a set of configuration parameters, uploading the metadata and the media data of the event to a cloud server based on event upload rules, and facilitating a media status update flag corresponding to the event, the media status update flag representing a completion of uploading of the media data of the event.

Abstract: A method for estimating distance of an object from a moving vehicle is provided. The method includes detecting, by a camera module in one or more image frames, an object on a road on which the vehicle is moving. The method includes electronically determining a pair of lane markings associated with the road. The method further includes electronically determining a lane width between the pair of the lane markings in an image coordinate of the one or more image frames. The lane width is determined at a location of the object on the road. The method includes electronically determininga real world distance of the object from the vehicle based at least on number of pixels corresponding to the lane width in the image coordinate, a pre-defined lane width associated with the road and at least one camera parameter of the camera module.