Abstract: Systems and methods for identifying incorrect labels and improving label correction for machine learning for security. The systems and methods including receiving data with labels; training one or more Machine Learning (ML) models to label the received data; identifying disagreements between the labels provided by the one or more ML models and the labels received with the data; and providing one or more groups of the data for review for incorrect labels.

Abstract: Systems and methods for learning from mistakes to improve detection rates of Machine Learning (ML) models. The systems and methods including receiving data with labels; running the data through a trained ML model for predictions; identifying errors in the predictions based on the labels received with the data; adjusting weights associated with samples in the data based on the identified errors; and retraining the ML model with the adjusted weights.

Abstract: A convertible seating unit for a motor vehicle is provided. The convertible seating unit comprises a seat having an upper surface, a front edge and a rear edge. The convertible seating unit further includes a back support comprising a first back support panel and a second back support panel. Each of the first and second back support panels has a first edge and a second edge, and an upper surface and a lower surface. The second edge of the first back panel is hingeably connected to the first edge of the second back panel to define a first hinge axis. The first edge of the first back panel is hingeably connected to the seat proximate the rear edge of the seat to define a second hinge axis.

Abstract: A convertible seating unit for a motor vehicle is provided. The convertible seating unit comprises a seat having an upper surface, a front edge and a rear edge. The convertible seating unit further includes a back support comprising a first back support panel and a second back support panel. Each of the first and second back support panels has a first edge and a second edge, and an upper surface and a lower surface. The second edge of the first back panel is hingeably connected to the first edge of the second back panel to define a first hinge axis. The first edge of the first back panel is hingeably connected to the seat proximate the rear edge of the seat to define a second hinge axis.

Abstract: An inductor comprises a coil portion having two connecting leads; the two leads being bent inwards; a layer of insulating material coated upon surfaces of the coil portion and the two leads as an insulating layer; an layer of insulating enclosure enclosing the coil portion and the leads, end surfaces of the two leads being exposed out of the insulating enclosure; a magnetic guide seat formed by iron; the magnetic guide seat having a receiving chamber for receiving the insulating enclosure, the coil portion and the two leads, but the two end surfaces of the leads being exposed out of the magnetic guide seat; and a cover covering upon the receiving chamber so as to enclose the insulating enclosure within the magnetic guide seat, but the two end surfaces of the leads being exposed out from the cover. The method for forming the inductor is also included.

Abstract: An insulating package structure comprises at least one coil having a winding; each of two ends of the winding being connected to a conductive terminal; and an insulating package casing for packaging the coil and parts of the conductive terminals; a part of each conductive terminal not enclosed by the insulating package casing being exposed out of a bottom layer of the insulating package casing so as to be connected to a circuit board.

Abstract: A recipe comparison system having recipe management ability in both offline accessing and online operating modes. The recipe comparison system includes an equipment server, an analysis module, and a recipe management module. The equipment server receives an upload signal, and then sends a recipe to the analysis module based on the upload signal. Then, the analysis module parses the recipe into internal-format-data according to a parsing rule, and outputs the internal-format-data to the recipe management module. If the recipe comparison system is in offline accessing mode, the recipe management module checks whether the internal-format-data obeys a specification definition. If the recipe comparison system is in the online operating mode, the recipe management module compares the internal-format-data with a standard recipe stored in a storage module.

Abstract: A recipe comparison system having recipe management ability in both offline accessing and online operating modes. The recipe comparison system includes an equipment server, an analysis module, and a recipe management module. The equipment server receives an upload signal, and then sends a recipe to the analysis module based on the upload signal. Then, the analysis module parses the recipe into internal-format-data according to a parsing rule, and outputs the internal-format-data to the recipe management module. If the recipe comparison system is in offline accessing mode, the recipe management module checks whether the internal-format-data obeys a specification definition. If the recipe comparison system is in the online operating mode, the recipe management module compares the internal-format-data with a standard recipe stored in a storage module.

Abstract: A mini transformer comprises a coil, a core, and pins with one ends embedded in plastic pegs at primary winding and plastic pegs at secondary winding respectively. Plastic pegs are provided at the bottom of core. Conductors are electrically connected between pins and coil by soldering. Insulated flanges are provided on both sides of core at the junctions between plastic pegs and core. This can increase the electrical paths from pins to core. Further, it complies with insulation regulations.