Abstract: Disclosed herein is an apparatus and method for managing a giant model. The apparatus includes memory in which at least one program is recorded and a processor for executing the program. The program may perform lightweighting a first model into a second model in consideration of hardware resources, generating partitioning information of the first model based on a result of analysis of the second model, and performing training or inference for the first model based on the generated partitioning information.

Abstract: An analyzing apparatus is provided. The analyzing apparatus may include a spectrum unit acquiring a spectrum related to semiconductor characteristics, and a corrector provided with a model that corrects at least one of noise and uncertainty of a measurement parameter related to the spectrum. The analyzing apparatus may include an evaluator provided to evaluate the uncertainty of the parameter corresponding to a controllable factor of measurement equipment that outputs the spectrum, and an attenuator provided to attenuate the spectral noise on the basis of an uncontrollable factor of the measurement equipment.

Abstract: Disclosed herein are a method for machine-learning parallelization using host CPUs of a multi-socket structure and an apparatus therefor. The method, performed by the apparatus for machine-learning parallelization using host CPUs of a multi-socket structure, includes a compile phase in which a learning model is split at a layer level for respective pipeline stages and allocated to Non-Uniform Memory Access (NUMA) nodes for respective CPU sockets and a runtime phase in which parameters required for learning are initialized and multiple threads generated in consideration of a policy of each parallelism algorithm are executed by being allocated to respective cores included in the NUMA node.

Abstract: Disclosed herein is a method for distributed training of an AI model in a channel-sharing network environment. The method includes determining whether data parallel processing is applied, calculating a computation time and a communication time when input data is evenly distributed across multiple computation devices, and unevenly distributing the input data across the multiple computation devices based on the computation time and the communication time.

Abstract: Described is a catalyst for a working solution for synthesizing hydrogen peroxide, a method for preparing same, and a method for regenerating the working solution and, more specifically, to a palladium catalyst, using a spinel support, as a catalyst used in a regenerating process of a working solution for preparing hydrogen peroxide, a method for preparing same, and a technology for regenerating a working solution utilizing same. The catalyst exhibits high efficiency and high physical/chemical durability in a regeneration reaction or hydrotreating reaction.

Abstract: A method for measuring a characteristic of a thin film is disclosed. The method includes a) obtaining a measured spectrum from a target region on the substrate by using a spectroscopic ellipsometer, b) obtaining a physical model capable of obtaining an estimated parameter value related to the characteristic of the thin film through regression analysis of the measured spectrum, c) obtaining a machine learning model capable of obtaining a reference parameter value related to the characteristic of the thin film by using the measured spectrum, and d) obtaining an integrated model which uses an integrated error function capable of considering both of a first error function and a second error function, and obtaining an optimum parameter value through regression analysis of the integrated model.

Abstract: A method for measuring a characteristic of a thin film is disclosed. The method includes a) obtaining a measured spectrum from a target region on the substrate by using a spectroscopic ellipsometer, b) obtaining a physical model capable of obtaining an estimated parameter value related to the characteristic of the thin film through regression analysis of the measured spectrum, c) obtaining a machine learning model capable of obtaining a reference parameter value related to the characteristic of the thin film by using the measured spectrum, and d) obtaining an integrated model which uses an integrated error function capable of considering both of a first error function and a second error function, and obtaining an optimum parameter value through regression analysis of the integrated model.

Abstract: Systems and method are provided for managing inventory by determining grading returned products. One method includes, generating a hierarchical model based on the return product identifier, the hierarchical model comprising a plurality of data structures; and generating an agent configured to traverse the plurality of data structures of the hierarchical model. The method may further include determining a price of the product based on a product condition; modifying the database to assign the price to the return product identifier; transmitting a notification, to the user device, to resell the product at the determined price; and providing, for presentation via the user device, a user interface that includes the notification.

Abstract: Provided are an apparatus and a method for controlling an interrupt rate for a processor based on processor utilization. Accordingly, it is possible to improve an I/O response latency and improve energy efficiency.

Abstract: Systems and method are provided for managing inventory by determining grading returned products. One method includes, generating a hierarchical model based on the return product identifier, the hierarchical model comprising a plurality of data structures; and generating an agent configured to traverse the plurality of data structures of the hierarchical model. The method may further include determining a price of the product based on a product condition; modifying the database to assign the price to the return product identifier; transmitting a notification, to the user device, to resell the product at the determined price; and providing, for presentation via the user device, a user interface that includes the notification.

Abstract: Provided are an apparatus and a method for controlling an interrupt rate for a processor based on processor utilization. Accordingly, it is possible to improve an I/O response latency and improve energy efficiency.

Abstract: Disclosed is a computer program stored in a computer readable storage medium. When the computer program is executed by one or more processors of a computing device, the computer program performs operations for generating a facial animation, and the operations may include: inputting two or more training input data to a facial animation generation model; training the facial animation generation model with a common feature of the two or more training input data by using a first network function included in the facial animation generation model; and training the facial animation generation model with an independent feature of each of the two or more training input data by using a second network function to cause the facial animation generation model to generate the facial animation according to the input data.

Abstract: Systems and method are provided for managing inventory by determining grading returned products. One method includes, generating a hierarchical model based on the return product identifier, the hierarchical model comprising a plurality of data structures; and generating an agent configured to traverse the plurality of data structures of the hierarchical model. The method may further include determining a price of the product based on a product condition; modifying the database to assign the price to the return product identifier; transmitting a notification, to the user device, to resell the product at the determined price; and providing, for presentation via the user device, a user interface that includes the notification.

Abstract: A rod-shaped measuring electrode (6, 7) for a magnetic-inductive flow meter includes an end face (15) provided at one end of the rod for contact with a measuring medium and includes a plurality of layers (17) made alternately of a ceramic coating (18) and a metal coating (19) extending in the longitudinal direction of the rod over the length thereof.

Abstract: Disclosed is a computer program stored in a computer readable storage medium. When the computer program is executed by one or more processors of a computing device, the computer program performs operations for generating a facial animation, and the operations may include: inputting two or more training input data to a facial animation generation model; training the facial animation generation model with a common feature of the two or more training input data by using a first network function included in the facial animation generation model; and training the facial animation generation model with an independent feature of each of the two or more training input data by using a second network function to cause the facial animation generation model to generate the facial animation according to the input data.

Abstract: A vehicle operating in accordance with a predetermined advanced driver assistance system (ADAS) control logic includes a sensing unit configured to acquire environment information of a given area, and a controller configured to change a setting value of the ADAS control logic based on the acquired environment information in real time and control the vehicle in accordance with the ADAS control logic using the changed setting value.

Abstract: A vehicle includes an image obtaining unit for obtaining an image of surroundings of the vehicle, a communication unit for receiving an image from at least one of a closed-circuit television (CCTV) and another vehicle in the surroundings of the vehicle, and a display unit for displaying the image obtained by the image obtaining unit and the CCTV image received from the communication unit or the image from the other vehicle received from the communication unit.

Abstract: A navigation device, a system for inputting a place, and a method for inputting a place to the navigation device implement inputting a place to a navigation device communicating with a terminal device, searching for and extracting place-associated information from text received by the terminal device. If the place-associated information is extracted from the text, the implementation carries out transmitting, by the terminal device, the text or the place-associated information detected from the text to the navigation device; and setting, by the navigation device, a place obtained on basis of the place-associated information to a destination.

Abstract: A case for an electronic device including a coupling member detachably coupled to at least a part of the electronic device. A cover, which has one or more folded positions ranging between an opened state and a closed state, the cover extends from the coupling member in a to cover a display of the electronic device, and at least one Force Sensing Resistor (FSR) sensor disposed in the cover to generate an interrupt based on a pressure applied thereto. The at least one FSR sensor includes one or more inner FSR sensors disposed on an inner surface of the cover, and one or more outer FSR sensors disposed on an outer surface of the cover.

Abstract: The present invention relates to an aluminum base alloy with high thermal conductivity, and more particularly, to an alloy for die casting that does not become brittle and has high thermal conductivity, so as to be easily used for LED lighting parts, and contains 0.2 to 2.0 wt % of Mg, 0.1 to 0.3 wt % of Fe, 0.1 to 1.0 wt % of Co, with the remainder being Al.