Abstract: Under one aspect, a computer-implemented method includes receiving a query at a query interface about whether a computer file comprises malicious code. It is determined, using at least one machine learning sub model corresponding to a type of the computer file, whether the computer file comprises malicious code. Data characterizing the determination are provided to the query interface. Generating the sub model includes receiving computer files at a collection interface. Multiple sub populations of the computer files are generated based on respective types of the computer files, and random training and testing sets are generated from each of the sub populations. At least one sub model for each random training set is generated.

Abstract: Under one aspect, a computer-implemented method includes receiving a query at a query interface about whether a computer file comprises malicious code. It is determined, using at least one machine learning sub model corresponding to a type of the computer file, whether the computer file comprises malicious code. Data characterizing the determination are provided to the query interface. Generating the sub model includes receiving computer files at a collection interface. Multiple sub populations of the computer files are generated based on respective types of the computer files, and random training and testing sets are generated from each of the sub populations. At least one sub model for each random training set is generated.

Abstract: A system for assisting in the diagnosis of errors in manufacturing machinery is disclosed wherein sensors are associated with the machinery at monitoring zones for detecting errors and generating sensor signals representing the errors. Video cameras are located at monitoring zones associated with specific sensors. A computer readable medium is in communication with the cameras for receiving video of the process. A set of computer readable instructions are embodied within the computer readable medium for receiving input selecting machine sensors and cameras, triggering, and producing the pre-event and post-event videos for the trigger signals. Operating instructions are for continuously storing video output in temporary memory, receiving sensor signals, and processing the sensor signals to determine if a trigger signal is required. After a trigger signal, video is copied from temporary memory into permanent memory to provide the pre-event video, and post-event video is recorded and stored in permanent memory.

Abstract: A battery pack is provided where the cell can becomes the battery enclosure. An electrode assembly is deposited within a can. A recess area is created above the electrode assembly by either extending the sides of the can beyond the electrode assembly or by attaching a tubular header to the can. An optional, insulating, plastic cup is then placed within the recess area. A printed circuit board that includes battery safety circuitry is then placed within the recess area and coupled to positive and negative electrical terminals on the end of the can. A sealing cap is then placed atop the cup to seal the printed circuit board within the overall package. The sealing cap includes electrical connections for coupling to the printed circuit board. The resulting sealed package offers a compact and robust, yet safe, energy storage and delivery system.

Abstract: Systems and methods for manufacturing and inspecting documents having information recorded thereon include a visual inspection cell, a recording unit, and a packaging unit. The manufactured documents can include driver's licenses, credit cards, military identification cards, welfare cards, social security cards, and other such cards having information recorded thereon suitable for identifying persons or objects. In an optional embodiment of the invention, the manufactured documents include a laminated overlay that includes a holographic overlay as a security feature and the visual inspection cell includes a lighting unit and camera adapted to illuminate and image the recorded data positioned behind the hologram.

Abstract: Systems and methods for manufacturing and inspecting documents having information recorded thereon are described that can include a visual inspection cell, a recording unit, and a packaging unit. The manufactured data cards can include driver's licenses, credit cards, military identification cards, welfare cards, social security cards, and other such cards having information recorded thereon suitable for identifying persons or objects. In an optional embodiment of the invention, the manufactured documents include a laminated overlay that includes a holographic overlay as a security feature and the visual inspection cell includes a lighting unit and camera adapted to illuminate and image the recorded data positioned behind the hologram.