Abstract: Disclosed is a training system performing training on a plurality of neural network models in parallel. The training system includes a first job proxy that receives a training request for a first neural network model and partitions a first training job corresponding to the first neural network model into first microservices, a second job proxy that receives a training request for a second neural network model and partitions a second training job corresponding to the second neural network model into second microservices, a scheduler that dynamically schedules the first microservices and the second microservices so as to be executed by heterogeneous processing units, a cluster that includes the heterogeneous processing units, sequentially executes the first microservices and sequentially executes the second microservices, and a distributed in-memory database that stores parameters generated in response to the execution of the first microservices and the second micro services.

Abstract: A display apparatus including a display panel, a light source unit configured to provide light to the display panel, and a light guide member disposed between the display panel and the light source unit and covering the light source unit such that the light source unit is buried in the light guide member, the light guide member having a surface roughness on an upper surface thereof to diffuse light and including a substrate, and a light emitting device disposed on the substrate and including a blocking pattern to have an intensity of light emitted in an upward direction to be equal to or less than about 80% of a maximum light intensity of the light emitting device.

Abstract: A display device includes: a base substrate including an opening area, an opening peripheral area, and a display area at least partially surrounding the opening peripheral area, wherein the opening peripheral area is a non-display area at least partially surrounding the opening area; a thin film transistor disposed on the base substrate in the display area; a via insulating layer disposed on the thin film transistor and having a first opening surrounding the opening area, wherein the first opening is in the opening peripheral area; a pixel defining layer disposed on the via insulating layer and having a first opening which overlaps the first opening of the via insulating layer; a transparent filler disposed on the base substrate in the opening area; and a sealing substrate disposed on the transparent filler.

Abstract: A light emitting diode package includes an upper housing and a lower housing. The upper housing includes a first light emitting diode (LED) chip arranged therein, a second LED chip arranged to be spaced apart from the first LED chip in a first direction, two light discharge structures, first electrodes formed on a lower surface of the first LED chip, and second electrodes formed on a lower surface of the second LED chip. The lower housing includes at least three grooves at a lower surface thereof. The lower housing further includes three or more pads. The first pair of via-holes are arranged to connect the first electrodes to one or more of the pads in a second direction perpendicular to the first direction. The second pair of via-holes are arranged to connect the second electrodes to one or more of the pads in the second direction.

Abstract: A light emitting diode package includes an upper housing and a lower housing. The upper housing includes a first light emitting diode (LED) chip arranged therein, a second LED chip arranged to be spaced apart from the first LED chip in a first direction, two light discharge structures, first electrodes formed on a lower surface of the first LED chip, and second electrodes formed on a lower surface of the second LED chip. The lower housing includes at least three grooves at a lower surface thereof. The lower housing further includes three or more pads. The first pair of via-holes are arranged to connect the first electrodes to one or more of the pads in a second direction perpendicular to the first direction. The second pair of via-holes are arranged to connect the second electrodes to one or more of the pads in the second direction.

Abstract: Disclosed is an electronic device. The present electronic device comprises a display, and a processor configured to display, through the display, a UI based on use patterns of a plurality of devices connected to a same network, wherein the UI comprises a device axis and a time axis, and provides information related to use of at least one device in a region where the device axis and the time axis intersect each other.

Abstract: Provided are search methods and apparatuses capable of defining a search result screen in a simple and easy way. According to an aspect of the present disclosure, there is provided a search method performed by a computing device. The search method comprises receiving a search term and automatically displaying a first graphic user interface (GUI) object configured to receive a search result screen configuration scheme in response to a first user input for the received search term without an additional user input after the first user input. The first unit input is a user input other than a user input editing the search term.

Abstract: A light emitting diode package includes: at least one light emitting diode chip; a housing on which the at least one light emitting diode chip is mounted, the housing being open at at least one surface thereof to allow light emitted from the at least one light emitting diode chip to be discharged through the open surface of the housing; and a plurality of pads disposed on a second surface of the housing different from a first surface of the housing through which light is discharged, the plurality of pads being electrically connected to the at least one light emitting diode chip, wherein the housing has a plurality of grooves formed on a third surface thereof adjacent to the second surface.

Abstract: Provided are a biomarker for diagnosing of the level of senescence, a composition and kit for diagnosing of the level of senescence to detect the biomarker, and a method of diagnosing the same. According to the composition and kit for the diagnosis of the level of senescence and the method of diagnosing senescence, the level of senescence of a subject is easily diagnosed, the health conditions of the subject are monitored, and a senescence-associated disease is prevented or diagnosed.

Abstract: A light emitting diode package includes an upper housing and a lower housing. The upper housing includes a first light emitting diode (LED) chip arranged therein, a second LED chip arranged to be spaced apart from the first LED chip in a first direction, two light discharge structures, first electrodes formed on a lower surface of the first LED chip, and second electrodes formed on a lower surface of the second LED chip. The lower housing includes at least three grooves at a lower surface thereof. The lower housing further includes three or more pads. The first pair of via-holes are arranged to connect the first electrodes to one or more of the pads in a second direction perpendicular to the first direction. The second pair of via-holes are arranged to connect the second electrodes to one or more of the pads in the second direction.

Abstract: A graphene nanosensor is capable of: simply, quickly and accurately detecting RNA biomarkers that have disease-specific over-expression, as well as an expression level thereof, in living tissues or cells; obtaining a product with high reliability and resolution. The graphene nanosensor enables rapid diagnosis of a disease and being helpful for establishing treatment policy of the disease. The graphene nanosensor may rapidly and simply detect a target RNS with high sensitivity at low costs, thereby expecting superior effects when used in clinical applications and thus replacing the FISH method.

Abstract: A light emitting diode package includes: at least one light emitting diode chip; a housing on which the at least one light emitting diode chip is mounted, the housing being open at at least one surface thereof to allow light emitted from the at least one light emitting diode chip to be discharged through the open surface of the housing; and a plurality of pads disposed on a second surface of the housing different from a first surface of the housing through which light is discharged, the plurality of pads being electrically connected to the at least one light emitting diode chip, wherein the housing has a plurality of grooves formed on a third surface thereof adjacent to the second surface.

Abstract: Disclosed is an electronic device. The present electronic device comprises a display, and a processor configured to display, through the display, a UI based on use patterns of a plurality of devices connected to a same network, wherein the UI comprises a device axis and a time axis, and provides information related to use of at least one device in a region where the device axis and the time axis intersect each other.

Abstract: An electronic device is provided. The electronic device includes a display, at least one processor, and a memory, wherein the memory is configured to store instructions that, when executed by the electronic device, cause the at least one processor to control the display to display a first icon relating to image capture, enable a preset function and control the display to display a first object representing an execution step of the preset function, in response to movement of the first icon by a predetermined distance in a first direction, and execute the preset function and control the display to modify and display the first object, in response to movement of the first icon beyond the predetermined distance.