Abstract: Systems and methods to translate or convert a desired circuit into a database that instructs a place and route or wire bonding machine where on a substrate to place components and also where to place bond wires on the pads of a connection matrix on a substrate. During the assembly process, the pads of the connection matrix are populated with bond wires using the database.

Abstract: One or more embodiments of a content system provide machine-learned storage location recommendations for storing content items. Specifically, an online content management system can train a machine-learning model to identify a storage pattern from previously stored content items in a plurality of storage locations corresponding to a user account of a user. Training the machine-learning model includes training a plurality of classifiers for the plurality of storage locations. The online content management system uses the classifiers to determine whether a content item is similar to the content items in any of the storage locations, and based on the output of the classifiers, provides graphical elements indicating recommended storage locations within a graphical user interface. The user can select a graphical element to move the content item to the corresponding storage location.

Abstract: Embodiments discussed herein facilitate determination of cancer stages based at least in part on shape, size, and/or texture features of cancer nuclei. One example embodiment is a method, comprising: accessing at least a portion of a digital whole slide image (WSI) comprising a tumor; segmenting (e.g., via a first deep learning model) the tumor on the at least the portion of the digital WSI; segmenting (e.g., via a second deep learning model) cancer nuclei in the segmented tumor; extracting one or more features from the segmented cancer nuclei; providing the one or more features extracted from the segmented cancer nuclei to a trained machine learning model; and receiving, from the machine learning model, an indication of a cancer stage of the tumor.

Abstract: Systems and methods are disclosed herein for selective audio segment compression for accelerated playback of media assets. A playback speed of the video segment of a media asset is calculated based on the duration of the video segment and a received playback time period. A priority weight for each of the various audio segments is then determined. The audio segments with the lowest priority weight are removed from the group of various audio segments. The system then determines whether the duration of the remaining audio segments exceeds the received playback time period. If so, the system modifies the remaining audio segments by removing another audio segment with the lowest priority weight from the remaining audio segments. The system then rechecks whether the received playback time period is exceeded. If not, the system generates for playback the video segment based on the video playback speed and the remaining audio segments.

Abstract: Systems and methods are disclosed herein for selective audio segment compression for accelerated playback of media assets by service providers. A playback speed of the video segment of a media asset is calculated based on the duration of the video segment and a received playback time period. The system receives audio segments and corresponding priority weights. The audio segments with the lowest priority weight are removed from the group of various audio segments. The system then determines whether the duration of the remaining audio segments exceeds the received playback time period. If so, the system modifies the remaining audio segments by removing another audio segment with the lowest priority weight from the remaining audio segments. The system then rechecks whether the received playback time period is exceeded. If not, the system generates for playback the video segment based on the video playback speed and the remaining audio segments.

Abstract: The present disclosure relates to the field of combination therapy for treatment of hematological malignancy selected from myelodysplastic syndrome (MDS) and acute myeloid leukemia (AML). The disclosure provides a combination therapy comprising plant based compounds and hypomethylating agent (HMA). Particularly, the disclosure provides a combination of: a) a therapeutically effective amount of a combination comprising sulforaphane, resveratrol and curcumin; and b) a therapeutically effective amount of HMA selected from azacitidine (AZA), decitabine (DEC) and a combination thereof, for treating MDS or AML. Said combination provides an enhanced/synergistic effect in the treatment of MDS or AML along with decreasing or overcoming resistance to HMA (azacitidine or decitabine). Methods for decreasing or overcoming resistance to HMA (azacitidine or decitabine), corresponding use of the above described combination and a kit comprising said combination are also provided.

Abstract: One or more embodiments of a content system provide machine-learned storage location recommendations for storing content items. Specifically, an online content management system can train a machine-learning model to identify a storage pattern from previously stored content items in a plurality of storage locations corresponding to a user account of a user. Training the machine-learning model includes training a plurality of classifiers for the plurality of storage locations. The online content management system uses the classifiers to determine whether a content item is similar to the content items in any of the storage locations, and based on the output of the classifiers, provides graphical elements indicating recommended storage locations within a graphical user interface. The user can select a graphical element to move the content item to the corresponding storage location.

Abstract: Workload redistribution is provided. Upper and lower thresholds of resource utilization by worker nodes in a worker node group are defined. Hot and cold regions are determined in the worker node group to provide policy-based rescheduling of the worker nodes and redistribution of workload on the worker nodes based on the upper and lower thresholds of resource utilization. Resource utilization data corresponding to the worker nodes in the worker node group are collected at defined time intervals. It is determined whether an average resource utilization of any worker node in the worker node group is greater than the upper threshold of resource utilization based on the collected resource utilization data. In response to determining that the average resource utilization of any worker node in the worker node group is greater than the upper threshold, redistribution of the workload on the worker nodes is triggered.

Abstract: A method includes receiving a request to initiate a group gift indicating a gift date on which the group gift should be sent to a receiver of the gift. The method further includes determining, electronic devices to send invitations to contribute to the group gift and sending the invitations to the electronic devices. The invitations prompt a user to respond with a single action whether the user would like to contribute or not. The method further includes receiving responses from the electronic devices indicating an approval to contribute to the group gift or a refusal to contribute to the group gift. The method further includes initiating a physical gift purchase as part of the group gift and sending a message to a gift receiver electronic device that includes information about a monetary gift.

Abstract: An illustrative computing system for an intelligent web service verification and validation system processes base input to identify a web service for testing. The intelligent web service verification and validation system processes user defined functional inputs, expected outputs, and assertions with a machine learning engine to provide functional inputs, expected outputs, and assertions based on provided input. The intelligent web service verification and validation system generates a test case pattern, such as a minimally sized test case pattern for regression testing. The intelligent web service verification and validation system executes testing of the service based on the test case pattern and logs test data in a data repository. The intelligent web service verification and validation system analyzes validation and test information, including inputs, outputs, and assertions, using a machine learning algorithm to improve future input and test case generation and testing procedures for the web service.

Abstract: One or more embodiments of a document organization system quickly and conveniently provide digital documents to a user on a client device based on a physical object. In particular, the document organization system can receive an image of a physical document and an identifier from a first client device, identify digital documents that match the physical document, and provide the matching digital documents to a second client device, which displays the identifier. In another embodiment, the document organization system allows a user to bind digital documents to a physical object and later recall the digital documents using the physical object. In addition, the document organization system can store and recall the layout arrangement of digital documents on a client device when binding and recalling the digital documents to the physical object.

Abstract: The disclosure relates to systems and methods for one-click transactions and financial advice using integrated systems.

Abstract: Systems and methods are disclosed herein for varied audio segment compression for accelerated playback of media assets. A priority weight for each of the various audio segments is then determined. Each audio segment for use during accelerated playback is based on the priority weight of that audio segment, the received playback time period, and a duration of that audio segment. A sum of the modified time for each audio segment equals the received playback time period. An accelerated playback speed for each audio segment is determined based on the modified time for that audio segment and the duration of that audio segment. The technique generates for playback the video segment based on a determined video playback speed and the audio segments based on the accelerated playback speed for each audio segment.

Abstract: A surgical closure apparatus for facilitating closure of a wound includes an outer member dimensioned for positioning within a wound opening and defining a central longitudinal axis, and having a first longitudinal passage and a second longitudinal passage, a needle assembly at least partially disposed within the first longitudinal passage of the outer member, and a suture configured for at least partially closing the wound opening and extending at least partially through the second longitudinal passage of the outer member. The needle assembly includes a needle drive and a suture needle mounted to the needle drive and coupled to the suture. The suture needle is adapted for rotational movement relative to the central longitudinal axis between an unarmed condition and an armed condition through manipulation of the needle drive. The suture needle is positioned for passage through tissue adjacent the wound opening when in the armed condition.

Abstract: Presented herein is a tray for shipping, handling, and/or processing optomechanical components. The tray has a plurality of pockets arranged in an array, wherein each pocket is configured to hold one optomechanical component, and wherein each pocket includes at least one fiducial hole, at least one vacuum hole, a first cradle element configured to support a clip that attaches to one or more optical fibers of the optomechanical component, and a second cradle element configured to support a head of the optomechanical component. Also presented herein is a clip for an optomechanical component that includes a body having a top face and a bottom face, and a plurality of gripping elements arranged in pairs on the bottom face, each pair of gripping elements configured to support a barrel of an optical connector attached to a corresponding optical fiber of the pair of optical fibers.

Abstract: An approach is provided in which an information handling system captures a set of performance metrics corresponding to a traffic flow through a set of microservices included in the service mesh. Next, the information handling system identifies one or more modifications to the traffic flow based on analyzing the set of performance metrics against a set of application requirements corresponding to the set of microservices. In turn, the information handling system adjusts a traffic routing policy of the service mesh based on the identified one or more modifications.

Abstract: Presented herein is a tray for shipping, handling, and/or processing optomechanical components. The tray has a plurality of pockets arranged in an array, wherein each pocket is configured to hold one optomechanical component, and wherein each pocket includes at least one fiducial hole, at least one vacuum hole, a first cradle element configured to support a clip that attaches to one or more optical fibers of the optomechanical component, and a second cradle element configured to support a head of the optomechanical component. Also presented herein is a clip for an optomechanical component that includes a body having a top face and a bottom face, and a plurality of gripping elements arranged in pairs on the bottom face, each pair of gripping elements configured to support a barrel of an optical connector attached to a corresponding optical fiber of the pair of optical fibers.

Abstract: A wound closure device includes a shaft, a needle, and a housing. The needle includes a first leg portion coupled to a distal end of the shaft, a curved portion, and a second leg portion including a needled end portion terminating at a needle tip. The housing includes a first channel slidingly engaged with the elongated body of the shaft and a second channel slidingly engageable with the second leg portion of the needle. The second channel terminates at an opening defined within a notched section defined in a proximal portion of the housing. The needle is movable to a covered position in which the needle tip is disposed within the second channel of the housing, an advanced position in which the needle tip is disposed distal to the housing, and a retracted position in which the needle tip is disposed within the notched section of the housing.

Abstract: Provided is an electronic device comprising: a memory storing instructions; and at least one processor configured to execute the instructions to: detect at least one event of the electronic device operating in a first mechanism; in response to the detected at least one event, operate in a second mechanism; and transmitting screen information of the electronic device to another electronic device for displaying a virtual reality screen at the other electronic device based on the screen information.

Abstract: Techniques for learning and using content type embeddings. The content type embeddings have the useful property that a distance in an embedding space between two content type embeddings corresponds to a semantic similarity between the two content types represented by the two content type embeddings. The closer the distance in the space, the more the two content types are semantically similar. The farther the distance in the space, the less the two content types are semantically similar. The learned content type embeddings can be used in a content suggestion system as machine learning features to improve content suggestions to end-users.