Abstract: A database system is operable to read a plurality of rows from memory of a relational database stored in memory resources. Each of the plurality of rows are assigned to a corresponding one of a plurality of training data subsets of the plurality of rows based on performing a row dispersal process. A plurality of sets of candidate model coefficients are generated based on executing a plurality of parallelized optimization processes. Each set of candidate model coefficients is generated based on executing a corresponding parallelized optimization process upon a corresponding training data subset independently from executing other ones of the plurality of parallelized optimization processes upon other ones of the plurality of training data subsets. A most favorable set of candidate model coefficients is selected from the plurality of sets of candidate model coefficients generated via the plurality of parallelized optimization processes.

Abstract: A database system is operable to generate a query operator execution flow for a query that includes a plurality of operators implementing a plurality of parallelized optimization processes configured to facilitate generating of a machine learning model. The query operator execution flow is executed in conjunction with executing the query based on executing the plurality of operators. Executing each of the plurality of parallelized optimization processes includes generating a corresponding set of candidate model coefficients of a plurality of sets of candidate model coefficients. A corresponding set of candidate model coefficients is based on processing the set of best positions generated via the second type of optimization algorithm. The machine learning model is generated in executing the query based on selection of a most favorable set of candidate model coefficients from a plurality of sets of candidate model coefficients outputted via the plurality of parallelized optimization processes.

Abstract: Aspects of the present disclosure relate to creating a long note from one or more short notes made in a source document. A long note is a separate document created by the system to capture each of the one or more short notes and related source content from the source document and compiles them in one place for independent review and modification. The long note captures the connection between the short note and the source document with source content such as the related text, images, or other source content within the source document to which the short note is directed. The long note may be created independently of a user request, such that the entry of a short note into the source document initiates the creation of the long note.

Abstract: Method, apparatus, and non-transitory storage medium for neural network based dialogue generation, including receiving an input dialogue context, and generating queries based on the input dialogue context using a query generating neural network. The query generating neural network may be trained using a cheap noisy supervision function. The method may further include retrieving responses from a web-based search engine based on the generated queries, and generating dialogue based on the retrieved responses and the input dialogue context.

Abstract: The present disclosure describes a system and methods for positioning a configured number of biomaterials on a surface. The method disclosed includes the formation of a membrane mask structure including a configured number of nanopores. The nanopores are generally sized to be the same size as, or slightly larger than a single target biomaterial. The masking membrane is then adhered to a substrate. The substrate may include a raw substrate, or may be functionalized for the purpose of binding biomaterials with greater attraction. A solution including the target biomaterials is then exposed to the masking membrane. One biomaterial is able to adhere to the substrate through each nanopore. The solution is rinsed from the membrane surface leaving only the biomaterial that has adhered to the substrate with a relatively strong binding force. The masking membrane may then either remain or may be removed.

Abstract: A building framework is disclosed herein comprising a first structural member, a second structural member, and a third structural member disposed between the first and second structural members, a first web member connecting the first and third structural members in a spaced apart relationship, and a second web member connecting the second and third structural members in a spaced apart relationship. The first web member is positioned relative to the second web member such that the shortest distance between the first web member and second web member is greater than or equal to 5 times the thickness of the third structural member. Additional products, systems, and methods also are disclosed.

Abstract: A memory apparatus and method of operation are provided. The apparatus includes drain-side select gate transistors for coupling to a drain-side of memory holes of memory cells and configured to retain a transistor threshold voltage. The memory holes are arranged in rows comprising strings. A control means is configured to program drain-side select gate transistors of the memory holes to an initial transistor threshold voltage using pulses increasing in magnitude by a first transistor step amount during each of a plurality of foggy loops of a foggy program operation. The control means is also configured to program the drain-side select gate transistors of the memory holes to a target transistor threshold voltage using pulses increasing in magnitude by a second transistor step amount during each of a plurality of fine loops of a fine program operation. The first transistor step amount is greater than the second transistor step amount.

Abstract: A computing device is provided, including a processor that receives a network graph. The processor further receives a specification of a network traffic control heuristic for a network traffic routing problem over the network graph. The processor further constructs a gap maximization problem that has, as a maximization target, a difference between an exact solution to the network traffic routing problem and a heuristic solution generated using the network traffic control heuristic. The processor further generates a Lagrange multiplier formulation of the gap maximization problem. At a convex solver, the processor further computes an estimated maximum gap as an estimated solution to the Lagrange multiplier formulation of the gap maximization problem. The processor further performs a network traffic control action based at least in part on the estimated maximum gap.

Abstract: Novel tools and techniques are provided for implementing Internet of Things (“IoT”)-based microwell solution for irrigation. In various embodiments, in response to receiving, from the plurality of sensors, first sensor data indicative of environmental conditions within an area, a computing system may analyze the first sensor data to determine parameters associated with water requirements within the area, may generate a water distribution plan based at least in part on the determined parameters, and may map the generated water distribution plan to a positional map of a plurality of microwells disposed at pre-installed locations within the area. The computing system may generate and send instructions to the microwells to pump water from an underground water source(s) (in some cases, surface water sources as well) and to irrigate plants or crops in the area using integrated irrigation systems, based on the mapping. The microwells and sensors may utilize IoT functionalities.

Abstract: An electrical connector system for electrically coupling a movable component to a fixed component includes a first connector including a first body and a first door. The first door is movable to expose a first electrical connector disposed within the first body. The electrical connector system includes a second connector including a second body and a second door. The second door is movable to expose a second electrical connector disposed within the second body. The electrical connector system includes an actuator coupled to the second electrical connector. The actuator is configured to move the second electrical connector to couple the second electrical connector to the first electrical connector.

Abstract: A system and method for monitoring conditions in a crawl space is provided. The system generally comprises at least one sensor, computing device, data aggregator operably connected to the at least one sensor, processor operably connected to the computing device, power supply, and non-transitory computer-readable medium coupled to the processor and having instructions stored thereon. The system is designed to collect condition data via the at least one sensor and determine whether the conditions within the crawl space could have a detrimental impact on the building. In particular, the system is designed to alert a third-party when a condition might cause damage to a building so that the third-party might correct the cause of the condition.

Abstract: A method, system and vehicle that repetitively correct angle offsets in a synthetic aperture radar image of a vehicle while the vehicle is in motion by utilizing a radar system and a camera to determine accurate velocity of a measured object by matching angles of the object in the SAR image with angles of the object in the camera image, thereby reducing angle offsets of objects in the SAR image. The method includes obtaining an SAR image of another vehicle via a radar unit of the vehicle, obtaining a camera image of the other vehicle via a camera unit of the vehicle, determining an association between at least one object in the SAR image and a corresponding at least one object in the camera image, correcting a velocity estimation of the vehicle based on the determined association, and adjusting the SAR image based on the corrected velocity estimation.

Abstract: A system for interoperating and communicating data from a device having a communications gateway and at least one tactical device connected to an electrified rail providing electrical power. The system includes at least one processor, and at least one non-transitory computer-readable data storage device storing data instructions that, when executed by the at least one processor, cause the system to receive an event from the device, determine whether the event triggers a workflow, and execute an action on the device in response to the workflow being triggered.

Abstract: Technology is disclosed herein for managing timing parameters when programming memory cells. Timing parameters used sub-clocks in an MLC program mode may also be used for those same sub-clocks in a first SLC program mode. However, in a second SLC program mode a different set of timing parameters may be used for that set of sub-clocks. Using the same set of timing parameters for the MLC program mode and the first SLC program mode saves storage space. However, the timing parameters for the MLC program mode may be slower than desired for SLC programming. A different set of timing parameters may be used for the second SLC program mode to provide for faster program operation. Moreover, the different set of timing parameters used for the faster SLC program mode do not require storage of a separate set of timing parameters.

Abstract: A method including sending a registration request comprising a public identifier of a user to a computer-implemented funds transfer network to cause the computer-implemented funds transfer network to send a message to the user using the public identifier of the user to perform a validation that the public identifier is usable to contact the user. The registration request is a request to register an account of the user for real-time payments through the computer-implemented funds transfer network. The method also can include sending a confirmation message to the computer-implemented funds transfer network to validate that the public identifier is usable to contact the user and to cause the computer-implemented funds transfer network to register the user by storing a record in a directory of the computer-implemented funds transfer network that associates the public identifier with a private identifier. The private identifier is associated with the account of the user.

Abstract: A method, performed by at least one processor, and an apparatus for augmenting multi-turn text-to-SQL datasets is provided. The method and computer program code include generating an SQL-to-text model to converse with a text-to-SQL model, pre-training the SQL-to-text model and the text-to-SQL model based on input training data, sampling an SQL query as a goal query of an interaction between the SQL-to-text model and the text-to-SQL model, generating the interaction based on the goal query, a current utterance, previous utterances in the interaction, an SQL query from a preceding turn of the interaction, and a serialized database, filtering interactions based on a similarity score between the last turn of the interaction and the goal query, and re-training the SQL-to-text model and the text-to-SQL model based on the input training data and the filtered interactions.

Abstract: A jewelry box is disclosed. The jewelry box may include a base and a plurality of vertical elongated fingers pivotably attached to the base. The plurality of vertical elongated fingers may be placed adjacent to each other and at a first predetermined distance from each other. Further, the plurality of vertical elongated fingers may be configured to pivot around vertical elongated fingers distal ends to move the plurality of vertical elongated fingers between an open position and a closed position. The plurality of vertical elongated fingers is in the open position when the plurality of vertical elongated fingers is perpendicular to a base plane and in the closed position when the plurality of vertical elongated fingers is parallel to the base plane. The jewelry box may further include a plurality of horizontal tension members, which may form an inward binding force and may horizontally couple vertical elongated fingers.

Abstract: The present invention comprises a power source using super capacitors as a battery replacement in a vehicle racing kits.

Abstract: Systems, methods, and devices are provided for a turbine driven pump gearbox. A turbine engine may drive a primary shaft having gears. The gears may selectably engage with gears of a secondary shaft that drives a machine (e.g., pump). By changing which gears of the primary shaft engage with which gears of the secondary shaft, a gear ratio may be changed. A power takeoff device (e.g., a generator) may be connected to the primary shaft and may be operated in reverse as a motor to rotate, slow, stop, and/or reverse rotation of the primary shaft. Brakes may be associated with one or more of the primary and secondary shafts. The power takeoff device and one or more of the brakes may be controlled to shift engagement of the shafts between different positions, changing the gear ratio and/or disengaging the shafts from each other.

Abstract: An object can be detected in contact with a steering wheel of a vehicle. A first image of the steering wheel at a first angle of rotation and a second image of the steering wheel at a second angle of rotation are then obtained. A type of the object is identified based on at least one of the first image or the second image, as one of a human hand or a foreign object. A vehicle component is controlled based on the type of object.