Abstract: There is disclosed a method and system therefor, the method for validating a machine learning (ML) model, wherein the ML model is a binary classifier, the method including training the ML model on a training set comprising labeled objects from a first class and a second class; and validating the ML model on a training set, wherein the training set comprises at least some unlabeled objects, and for unlabeled objects, using an estimated classification as a proxy for a known label, wherein the estimated classification is based on computing a smallest distance to respective known feature vector clusters for the first and second classes.

Abstract: There is disclosed in one example a digital video camera, including: an analog picture element; an analog-to-digital converter (ADC) to digitize input from the analog picture element; a three-dimensional (3D) scanner; compiling logic to compile the digitized input into a video stream; and insertion logic to insert interstitial 3D scene data into the video stream.

Abstract: There is disclosed in one example an advertisement reputation server, including: a hardware platform including a processor and a memory; a network interface; and an advertisement reputation engine including instructions encoded in memory to instruct the processor to: receive via the network interface a plurality of advertisement instances displayed on client devices; extract from the advertisement instances an advertiser identifier; analyze one or more advertisements associated with the advertiser identifier to assign an advertiser reputation; and publish via the network interface advertisement reputation information derived from the reputation for the advertisement identifier.

Abstract: There is disclosed in one example a digital video camera, including: an analog picture element; an analog-to-digital converter (ADC) to digitize input from the analog picture element; a three-dimensional (3D) scanner; compiling logic to compile the digitized input into a video stream; and insertion logic to insert interstitial 3D scene data into the video stream.

Abstract: There is disclosed in one example an advertisement reputation server, including: a hardware platform including a processor and a memory; a network interface; and an advertisement reputation engine including instructions encoded in memory to instruct the processor to: receive via the network interface a plurality of advertisement instances displayed on client devices; extract from the advertisement instances an advertiser identifier; analyze one or more advertisements associated with the advertiser identifier to assign an advertiser reputation; and publish via the network interface advertisement reputation information derived from the reputation for the advertisement identifier.

Abstract: Particular embodiments described herein provide for an electronic device that can be configured to identify a binary file, identify strings in the binary file, determine that at least one string in the binary file is larger than one kilobytes of data, identify at least one substring from each of the at least one strings in the binary file is larger than one kilobytes of data, and analyze each of the at least one substrings to determine if each of the at least one substrings are suspicious and related to malware.

Abstract: Particular embodiments described herein provide for an electronic device that can be configured to identify a binary file, identify strings in the binary file, determine that at least one string in the binary file is larger than one kilobytes of data, identify at least one substring from each of the at least one strings in the binary file is larger than one kilobytes of data, and analyze each of the at least one substrings to determine if each of the at least one substrings are suspicious and related to malware.

Abstract: Systems directed to the art of setting a hook in a fish mouth have an activation member assembly removably interfaced with a spring-loaded plunger assembly. A fish hook is attached via fishing lines to both the activation member assembly and the plunger assembly. Pulling the hook releases the plunger assembly from the activation member assembly and pulls the line attached to the plunger assembly, setting the hook in the fish's mouth.