Abstract: Concepts and technologies disclosed herein are directed to embedding texts to high dimensional vectors in natural language processing (“NLP”). According to one aspect, an NLP system can receive an input text that includes n number of words. The NLP system can encode the input text into a first matrix using a word embedding algorithm, such as Word2Vec algorithm. The NLP system can encode the input text into the Word2Vec by embedding each word in the n number of words of the input text into a k-dimensional Word2Vec vector using the Word2Vec algorithm. The NLP system also can decode the first matrix into a second matrix using a text embedding algorithm. In some embodiments, the second matrix is a congruence derivative matrix. The NLP system can then output the second matrix to a machine learning module that implements a machine learning technique such as short text classification.

Abstract: Examples of the present disclosure describe systems and methods for transmit side scaling. In examples, transmission side configuration information is received by a host operating system from a guest operating system, where the transmission side scaling configuration information specifies the manner in which data packets transmitted by the host operating system are to be distributed to a network interface card of the host operating system. The transmission side configuration scaling information is implemented in an outbound transmission table of the host operating system. When a data packet is received by the host operating system, the host operating system evaluates the data packet using the outbound transmission table. Based on the evaluation, that data packet is transmitted using a specified transmit queue of the network interface card.

Abstract: A database system is operable to generate a first segment that includes a first subset of a plurality of rows. A first secondary indexing scheme for indexing the first segment is selected from a plurality of secondary indexing options, and first index data for the first segment is generated in accordance with the first secondary indexing scheme. A second segment is generated that includes a second subset of the plurality of rows. A second secondary indexing scheme for indexing the second segment is selected from the plurality of secondary indexing options, and second index data is generated for the second segment in accordance with the second secondary indexing scheme. Execution of a query is facilitated by utilizing the first index data and the second index data.

Abstract: An apparatus for severing a conduit in the borehole includes a combustible fuel; a nozzle section comprising a cavity with apertures providing passages from the cavity to outside the apparatus; a movable swirl generator located between the combustible fuel and the nozzle section, the swirl generator comprising a piston and a plurality of helical vanes, the piston located initially above the apertures; and an activation device for igniting the combustible fuel for creating a matrix of combustion products that pass between and/or along the helical vanes and move the swirl generator in the cavity so that the piston is moved below the apertures for passage of the matrix of combustion products into the cavity and out of the apertures. The helical vanes rotate the matrix of combustion products and direct the rotating matrix of combustion products radially through of the apertures for cutting the conduit.

Abstract: There is disclosed a method of providing rider service for an autonomous vehicle (AV) system, including operating an AV to provide a trip to a passenger; associating the passenger with a unique passenger identifier (UPID); receiving passenger metadata for the passenger according to the UPID; and responding to a rider service instance, comprising customizing the response according to the UPID and the passenger metadata.

Abstract: A liner for a form is provided. The form allows for the creation of a precast concrete wall to be formed. The liner allows a building material, for example, brick veneer, to be placed in the liner in a pattern. The pattern may be a soldier course that can formed over openings in the precast concrete wall. When liquid concrete is poured into the mold and then hardens, the concrete holds the building material in place in the pattern produced by the liner.

Abstract: A computing system is provided, including one or more processors configured to receive a plurality of input matrices M. Each input matrix M may include a plurality of estimated input correlation coefficients. The one or more processors may be further configured to compute a respective plurality of estimated closest correlation matrices X0 for the plurality of input matrices M at a semidefinite program solver. Each estimated closest correlation matrix X0 may be a positive definite matrix. The one or more processors may be further configured to generate a training data set including at least the plurality of estimated closest correlation matrices X0. The one or more processors may be further configured to train a machine learning model using the training data set.

Abstract: Apparatus and method for collecting a dried pharmaceutical product from a product reservoir of a pharmaceutical drying device, such as a thin film evaporator, while the product reservoir remains under continuous vacuum pressure.

Abstract: The description relates to prototyping systems, including hubs for electrically connecting devices. One example can include an electrically insulative substrate and at least two connector tabs defined by the substrate. Each connector tab can include a data contact a power contact and a ground contact positioned on the substrate. A data bus can be positioned relative to the substrate and electrically connect all of the data contacts, a power bus can be positioned relative to the substrate and electrically connect all of the power contacts and a ground bus can be positioned relative to the substrate and electrically connect all of the ground contacts in accordance with a first prototyping format. The example can also include adapter contacts positioned on the substrate and configured to electrically connect to a data contact, a power contact, and a ground contact of another device that complies with a second different prototyping format.

Abstract: Computer systems and methods train a deep neural network through machine learning. In response to detection of a training condition, computer system replaces a target node of the network with a split detector compound node, where, prior to replacement, the target node detected a pattern that activated the target node beyond a specified threshold. The split detector compound node comprises first and second nodes, such that: the first node is activated when significant evidence exists in favor of detection of the pattern in inputs to the first node; and the second node is activated when significant evidence exists against detection of the pattern in inputs to the second node, such that activations of the first and second nodes are computed independently. After replacing the target node with the split detector compound node, training of the network through machine learning is resumed.

Abstract: Techniques are provided for diminishing latency in a DAS fronthaul network configured to convey time-domain transport data, e.g., time-domain digital transport data or time-domain digital data. Other techniques are provided for obtaining higher DAS fronthaul efficiency.

Abstract: Systems and methods related to a variable non-fungible token. A variable non-fungible token comprises a non-fungible token that is minted with an indication of a non-transferable ownership wallet (e.g., a digital wallet for which the non-fungible token is minted for), a non-transferable smart contract address that has permissions for updating metadata for the variable non-fungible token, and a metadata property threshold based on a specific user corresponding to the digital wallet.

Abstract: Disclosed herein are undersea optical cable connection assemblies and systems. In some embodiments, a retainer is operable to arrange a plurality of SCFs and a plurality of microsplints, the retainer including a main body having a first section and a second section. The retainer may further include a first channel and a second channel extending through the first section, wherein a first set of SCFs extend through the first channel, and wherein a second set of SCFs extend through the second channel. The retainer may further include a third channel and a fourth channel extending through the first section, wherein a first set of microsplints extends through the third channel, and wherein a second set of microsplints extends through the fourth channel. A third set of microsplints extends through the third channel, wherein the first and third sets of microsplints are separated from one another by a padding layer.

Abstract: A method and apparatus that derives a curve of a mesh sequence from a frame of a video bitstream, the curve comprising a plurality of vertices; subdivides the curve by adding a plurality of subdivided vertices; calculates one or more displacement vectors between each of the plurality of vertices on the curve and each of the plurality of subdivided vertices on the subdivided curve; transforms the one or more displacement vectors to output one or more original coefficients; tracks the current frame with a previous frame to obtain a one-to-one correspondence between the plurality of vertices of the current frame and a plurality of vertices of the previous frame; predicts one or more coefficients of each of the plurality of vertices in current frame based on the one-to-one correspondence; performs entropy coding on one or more prediction residues; and encodes the one or more prediction residues.

Abstract: This disclosure relates to apparatus and methods for molecular diagnostics. Certain embodiments include a piston cycled from a first position proximal to a first end of a housing, to a second position proximal to a second end of the housing, and back to the first position proximal to the first end of the housing. In some embodiments, the present disclosure relates to devices, methods, and systems for molecular diagnostics that do not comprise a piston.

Abstract: An airway assist device and methods of making and using an airway assist device to assist in opening an airway or removing fluid or material obstructing an airway of a subject.

Abstract: A method may include forming a mat including paper fragments, plastic fragments, and top and bottom outer surface layers, wherein the outer surface layers have maximum processing temperature values and consolidating the formed mat in a continuous hot press including three pairs of opposing top and bottom heating platens. A first pair of heating platens has a first heating power. A second pair of heating platens has a second, lower heating power. A third pair of heating platens has a third, even lower heating power. The method may include consolidating the formed mat in a continuous cold press including three pairs of opposing top and bottom heating platens. A first pair of cooling platens has a first cooling power. A second pair of cooling platens has a second, lower cooling power. A third pair of cooling platens and has a third, even lower cooling power.

Abstract: A nozzle for additive manufacturing having a body having a thermally conductive material, a front side opposite a back side, a first side opposite a second side, the first side and the second side connected to and between the front side and the back side. The nozzle further has a top end opposite an extrusion end, and the body tapers at the extrusion end to a nozzle opening. A first conduit extends through the body from an opening in the top end to the nozzle opening in the extrusion end. A heater conduit, adjacent to the first conduit, extends from a heater opening in the top end and into the body towards the extrusion end and a sensor conduit, adjacent to the first conduit, extends from a sensor opening in the top end and into body towards the extrusion end.

Abstract: An electrified vehicle and cooling system for an electrified vehicle include fuel cells and at least one first and one second coolant circuit, wherein the first coolant circuit is configured for cooling the fuel cells and the second coolant circuit is configured for cooling electronic components for controlling the fuel cells and for cooling electronic components of an electric drive system, wherein the second coolant circuit has a first partial coolant circuit and a second partial coolant circuit, wherein the first partial coolant circuit is arranged in the region of the electronic components for controlling the fuel cells and the second partial coolant circuit is arranged in the region of the electronic components of the electric drive system.

Abstract: Epileptic seizures are difficult to diagnose and are often difficult to distinguish from several conditions with similar presentations, and therefore, diagnosis of seizures is often a long, expensive, and unreliable process. This invention provides biomarkers for identifying seizures and epilepsy, assays for measuring and assessing biomarker concentration, predictive models based on biomarkers and computational systems for detecting, assessing and diagnosing phasic and tonic changes associated with seizures and epilepsy in all clinical and healthcare settings. Diagnostic and treatment methods, systems, kits, and predictive models provided herein, provide quantitative and/or qualitative assessment in order to allow patients to proceed immediately to diagnostic and/or treatment protocols, and assess therapeutic treatment effectiveness.