Abstract: In one embodiment, an apparatus comprises a memory and a processor. The memory is to store sensor data, wherein the sensor data is captured by a plurality of sensors within an educational environment. The processor is to: access the sensor data captured by the plurality of sensors: identify a student within the educational environment based on the sensor data: detect a plurality of events associated with the student based on the sensor data, wherein each event is indicative of an attention level of the student within the educational environment: generate a report based on the plurality of events associated with the student; and send the report to a third party associated with the student.

Abstract: Gesture input with multiple displays, views, and physics is described. In one example, a method includes generating a three dimensional space having a plurality of objects in different positions relative to a user and a virtual object to be manipulated by the user, presenting, on a display, a displayed area having at least a portion of the plurality of different objects, detecting an air gesture of the user against the virtual object, the virtual object being outside the displayed area, generating a trajectory of the virtual object in the three-dimensional space based on the air gesture, the trajectory including interactions with objects of the plurality of objects in the three-dimensional space, and presenting a portion of the generated trajectory on the displayed area.

Abstract: Particular embodiments described herein provide for modular device assemblies and methods for enabling maintenance and servicing, particularly by an unmanned aerial vehicle. A device assembly comprises a plurality of modules, each module having control circuitry, a communications port and contact points to couple the modules. When the modules are coupled, the communications ports are connected to create a bus for communications between the modules. The modular device structure where modules are removable and replaceable allows for an unmanned aerial vehicle to perform maintenance on the device.

Abstract: Technologies for computing context replay include a computing device having a persistent memory and a volatile memory. The computing device creates multiple snapshots that are each indicative of a user's computing context at a corresponding sync point. The snapshots may include metadata created in response to system events, memory snapshots stored in a virtual machine, and/or video data corresponding to the computing context. At least a part of the snapshots are stored in the persistent memory. The computing device presents a timeline user interface based on the snapshots. The timeline includes multiple elements that are associated with corresponding sync points. The timeline elements may visually indicate a salience value that has been determined for each corresponding sync point. In response to a user selection of a sync point, the computing device activates a computing context corresponding to the snapshot for the selected sync point. Other embodiments are described and claimed.

Abstract: The present disclosure is directed to a computer-assisted or autonomous driving (CA/AD) vehicle with a controller to control one or more light emitters to produce a light pattern that uniquely identify the vehicle. It may also be directed to a system to receive image data from one or more video cameras located in a location vicinity of the CA/AD vehicle emitting a pattern of light, and to analyze the received image data to determine a physical location of the vehicle.

Abstract: An apparatus may include a memory to store a recorded video. The apparatus may further include an interface to receive at least one set of sensor information based on sensor data that is recorded concurrently with the recorded video and a video clip creation module to identify a sensor event from the at least one set of sensor information and to generate a video clip based upon the sensor event, the video clip comprising video content from the recorded video that is synchronized to the sensor event.

Abstract: Methods and apparatus to operate closed-lid portable computers are disclosed. An example portable computer includes a first display on a lid of the portable computer, the first display to be deactivated when the lid is in a closed position; a second display distinct from the first display, the second display to be visible when the lid is in the closed position; instructions; and processor circuitry to execute the instructions to cause activation of the first display in response to a user interaction with the second display while the lid is in the closed position.

Abstract: Disclosed herein is an example communication apparatus that includes processor circuitry to execute instructions to: determine a context of a message; perform a comparison of the context of the message with a target recipient emotional state; apply a rule to select an action for the message based on the comparison; cause performance of the action; determine an effect of the action on an emotional state of a user; and update the rule based on the effect.

Abstract: Methods and apparatus to operate closed-lid portable computers are disclosed. An example portable computer includes a first display on a lid of the portable computer, the first display to be deactivated when the lid is in a closed position; a second display distinct from the first display, the second display to be visible when the lid is in the closed position; instructions; and processor circuitry to execute the instructions to cause activation of the first display in response to a user interaction with the second display while the lid is in the closed position.

Abstract: A mechanism is described for facilitating misuse index for explainable artificial intelligence in computing environments, according to one embodiment. A method of embodiments, as described herein, includes mapping training data with inference uses in a machine learning environment, where the training data is used for training a machine learning model. The method may further include detecting, based on one or more policy/parameter thresholds, one or more discrepancies between the training data and the inference uses, classifying the one or more discrepancies as one or more misuses, and creating a misuse index listing the one or more misuses.

Abstract: Apparatuses, methods, and storage medium associated with a browser for prioritized display of videos and/or photographs are disclosed herein. In embodiments, an apparatus may include one or more processors, devices, and/or circuitry to operate a browser to present a plurality of photos and/or videos for viewing. A subset of the plurality of the photos and/or videos may be selected based on the results of an analysis of sensor data collected by a plurality of wearable sensors. The subset of the plurality of the photos and/or videos may be prioritized over other photos and/or videos from the plurality of the photos and/or videos in terms of presentation space allocated for presentation.

Abstract: Methods and apparatus to operate closed-lid portable computers are disclosed. An example portable compute device includes: a microphone; a speaker; a first camera to face a first direction; and a second camera to face a second direction, the second direction opposite the first direction. The compute device further includes communications circuitry; a first display; a second display separate from the first display; and a hinge to enable the first display to rotate relative to the second display between an open position and a closed position. At least a portion of the second display is capable of being visible when the first display is rotated about the hinge to the closed position. The portion of the second display is multiple times longer in a third direction than in a fourth direction perpendicular to the third direction, the third direction extending parallel to an axis of rotation of the hinge.

Abstract: Methods and apparatus to operate closed-lid portable computers are disclosed. An example portable compute device includes: a microphone; a speaker; a first camera to face a first direction; and a second camera to face a second direction, the second direction opposite the first direction. The compute device further includes communications circuitry; a first display; a second display separate from the first display; and a hinge to enable the first display to rotate relative to the second display between an open position and a closed position. At least a portion of the second display is capable of being visible when the first display is rotated about the hinge to the closed position. The portion of the second display is multiple times longer in a third direction than in a fourth direction perpendicular to the third direction, the third direction extending parallel to an axis of rotation of the hinge.

Abstract: Methods and apparatus to operate closed-lid portable computers are disclosed. An example portable computer includes a first display on a lid of the portable computer, the first display to be deactivated when the lid is in a closed position; a second display distinct from the first display, the second display to be visible when the lid is in the closed position; instructions; and processor circuitry to execute the instructions to cause activation of the first display in response to a user interaction with the second display while the lid is in the closed position.

Abstract: Gesture input with multiple displays, views, and physics is described. In one example, a method includes generating a three dimensional space having a plurality of objects in different positions relative to a user and a virtual object to be manipulated by the user, presenting, on a display, a displayed area having at least a portion of the plurality of different objects, detecting an air gesture of the user against the virtual object, the virtual object being outside the displayed area, generating a trajectory of the virtual object in the three-dimensional space based on the air gesture, the trajectory including interactions with objects of the plurality of objects in the three-dimensional space, and presenting a portion of the generated trajectory on the displayed area.

Abstract: A mechanism is described for facilitating misuse index for explainable artificial intelligence in computing environments, according to one embodiment. A method of embodiments, as described herein, includes mapping training data with inference uses in a machine learning environment, where the training data is used for training a machine learning model. The method may further include detecting, based on one or more policy/parameter thresholds, one or more discrepancies between the training data and the inference uses, classifying the one or more discrepancies as one or more misuses, and creating a misuse index listing the one or more misuses.

Abstract: Logic may determine a specific performance of a neural network based on an event and may present the specific performance to provide a user with an explanation of the inference by a machine learning model such as a neural network. Logic may determine a first activation profile associated with the event, the first activation profile based on activation of nodes in one or more layers of the neural network during inference to generate an output. Logic may correlate the first activation profile against a second activation profile associated with a first training sample of training data. Logic may determine that the first training sample is associated with the event based on the correlation. Logic may output an indicator to identify the first training sample as being associated with the event.

Abstract: Methods and apparatus for projecting augmented reality (AR) enhancements to real objects in response to user gestures detected in a real environment are disclosed. An example apparatus includes one or more processors to execute computer-readable instructions to identify a user gesture within a real environment based on data obtained from a motion sensor. The user gesture is associated with a target real object from among one or more real objects located within the real environment. The user gesture represents a desired shape of a desired virtual drawing to be projected to the target real object. The one or more processors are further to execute the instructions to determine an AR enhancement based on the user gesture and the target real object. The AR enhancement includes a virtual drawing having a shape corresponding to the desired shape of the desired virtual drawing.

Abstract: Methods and apparatus to transition between 2D and 3D renderings of augmented reality content are disclosed. An example apparatus includes instructions to cause programmable circuitry to: cause projection of an AR object onto at least one of a first surface in a real-world environment or a second surface in the real-world environment; cause the AR object to appear to move with variable depth relative to the first surface; cause the AR object to appear to move at a fixed depth relative to the second surface; cause the AR object to appear to transition from the first surface to the second surface when an apparent depth of the AR object relative to the first surface is within a threshold of the fixed depth; and prevent the AR object from appearing to transition to the second surface when the apparent depth is not within the threshold of the fixed depth.

Abstract: Various systems and methods for controlling states of a portable device when connected with a wireless display device are described herein. A portable device is configured to initiate establishment of a wireless connection between the portable device and a wireless display device for the portable device to cast output to the wireless display device; receive an indication of a user absent event, the user absent event triggered by human presence sensing circuitry of the wireless display device; determine whether an exception exists; and control a state of the portable device based on whether the exception exists.