Abstract: A user interface (UI), for analyzing model training runs, tracking and visualizing various aspects of machine learning experiments, can be used when training an artificial intelligent agent in, for example, a racing game environment. The UI can be web-based and can allow researchers to easily see the status of their experiments. The UI can include an experiment synchronized event viewer that can synchronizes visualizations, videos, and timeline/metrics graphs in the experiment. This viewer allows researchers to see how experiments unfold in great detail. The UI can further include experiment event annotations that can generate event annotations. These annotations can be displayed via the synchronized event viewer. The UI can be used to consider consolidated results across experiments and can further consider videos. For example, the UI can provide a reusable dashboard that can capture and compare metrics across multiple experiments.

Abstract: Methods and systems for generating customized learning programs include performing the operations of: receiving learning materials for a target platform; selecting a first set of learning materials based at least in part upon a first role; generating a first customized learning program which includes one or more first learning steps using the first set of learning materials; selecting a second set of learning materials based at least in part upon a second role, the second role being different from the first role, the second set of learning materials being different from the first set of learning materials; generating a second customized learning program which includes one or more second learning steps using the second set of learning materials; and deploying customized learning programs which include the first customized learning program and the second customized learning program.

Abstract: A vessel for transporting a material that is solid or semi-solid at ambient temperature, includes a body having an interior surface comprising textured metal, and a superoleophobic coating on the interior surface for inhibiting the material from adhering to the interior surface, the superoleophobic coating including a nanotextured coating disposed on the textured metal and functionalized with a fluorinated compound. The superoleophobic coating facilitates flow of the material along the interior surface.

Abstract: A patient transport apparatus with a support structure having a base, a support frame, and a patient support deck defining a support surface. An inertial sensor is coupled to the support structure and generates a signal representing a change in velocity of the support structure. A controller in communication with the inertial sensor has a processor and a non-transitory storage medium having stored thereon a program that monitors the signal generated by the inertial sensor for changes relative to a predetermined threshold. In response to an event in which the signal exceeds the predetermined threshold, the program is further configured to: generate a waveform based on the signal received from the inertial sensor; store the waveform at an overwritable address in the non-transitory storage medium; and generate an entry in an event log stored in the non-transitory storage medium, the entry comprising one or more parameters associated with the waveform.

Abstract: According to the disclosure, a target analyte detection cartridge includes a sample chamber into which sample is inserted, a metering chamber connected to the sample chamber to meter a predetermined amount of sample, a mixing chamber connected to the metering chamber to receive a magnet bead, and a waste chamber connected to the metering chamber. The metering chamber has one side connected to each of the sample chamber and the mixing chamber and another side connected to the waste chamber. A first pneumatic flow path to which pneumatic pressure is provided is connected to a waste flow path that joins the other side of the metering chamber to connect the metering chamber and the waster chamber.

Abstract: The present invention relates to anti-PD-L1 antibodies, bispecific antibodies containing one domain with specificity to PD-L1, and to immunocytokines comprising an anti-PD-L1 antibody fused to a cytokine, such as IL-2. The present invention also provides methods of treatment, uses and pharmaceutical compositions comprising the antibodies, bispecific antibodies and immunocytokines.

Abstract: Disclosed herein is a computer-implemented method comprising aggregating PFAS remediation evaluation data for a plurality of remediation options and for a plurality of predefined criteria; graphically displaying the user modifiable chart comprising the plurality of graphical representations of the aggregated PFAS remediation evaluation data, wherein: each graphical representation depicts data points visually plotted with weights, the plurality of graphical representations for the plurality of predefined criteria are visually ordered according to a rank of the plurality of predefined criteria, and the weights are based on the rank of the plurality of predefined criteria; detecting a first user input modifying the rank of at least one predefined criterion; in accordance with the first user input, automatically updating the weights of the data points; and displaying an updated user modifiable chart comprising the plurality of graphical representations of the aggregated PFAS remediation evaluation data.

Abstract: A device may include a cutting instrument configured to cut a bone of a patient with one or more cutting features. A device may include a guide configured to mount to the bone, the guide defining an aperture having a guide hole portion and a pilot hole portion, wherein the pilot hole portion is configured to initially receive a portion of the bone cutting instrument, and wherein an axis of the pilot hole portion is oriented at an acute angle relative to an axis of the guide hole portion.

Abstract: An extended reality (XR) head-mounted display (HMD) device includes a processor, a memory device, a battery, an HMD video display to present to a user an extended reality image of an environment, an HMD shield formed to be fitted around a user's eyes and to house the HMD video display, an HMD hood comprising a fabric shroud formed over a shroud frame operatively coupled to the HMD shield, and a head strap operatively coupled to the HMD shield via a shield hinge to secure the HMD device to the user's head.

Abstract: There is provided a fan assembly comprising a motor-driven impeller arranged to generate an airflow, an air outlet arranged to emit the airflow, a plurality of sensors arranged to measure a value for each of a plurality of air quality characteristics, a display and a processor. The processor is configured to receive measured values for each of the plurality of air quality characteristics, identify one of a corresponding set of intervals within which the measured value falls and select an air quality index value associated with the identified interval. The processor is then configured to identify the highest of the selected air quality index values as a current overall air quality index value and to cause the display to display a time series plot of the current air quality index value and a number of preceding air quality index values.

Abstract: In one embodiment of the present disclosure, a device for detecting a zone of communication between a user terminal and a satellite constellation including a plurality of satellites in non-geosynchronous (non-GEO) orbit includes one or more processors and memory. The memory stores instructions that, as a result of being executed by the one or more processors, cause the device to: determine a location of the device, wherein the location corresponds to a field of regard for detecting the zone of communication, and wherein the field of regard corresponds to an antenna aperture of the phased array antenna; evaluate a level of communication between the phased array antenna and the satellite constellation associated with the field of regard; and output, to a user of the device, an indication of the level of communication between the phased array antenna and the satellite constellation associated with the field of regard.

Abstract: An example robot includes a first actuator and a second actuator connecting a first portion of a first member of the robot to a second member of the robot. Extension of the first actuator accompanied by retraction of the second actuator causes the first member to roll in a first roll direction. Retraction of the first actuator accompanied by extension of the second actuator causes the first member to roll in a second roll direction. A third actuator connects a second portion of the first member to the second member. Extension of the third actuator accompanied by retraction of both the first and second actuators causes the first member to pitch in a first pitch direction. Retraction of the third actuator accompanied by extension of both the first and second actuators causes the first member to pitch in a second pitch direction.

Abstract: An electronic device of converting audio to light effect includes a main body, light strips located on a back surface of the main body, and a transparent back cover; and an audio playing unit. The transparent back cover overall covers the back surface of the main body having the light strips.

Abstract: A method and system for communication protocol pass reduction amongst recipient nodes capable of receiving broadcast messages, the recipient nodes functioning as different decisions points for determination of a passing joint set of nodes for squadron communication therebetween. The method and system provide squadron communication between different ones of the recipient nodes, wherein one of the recipient nodes becomes a squadron leader node upon a selection of a specific broadcast message for distribution to other recipient nodes for acceptance. The squadron leader node and the other recipient nodes upon acceptance form the passing joint set of nodes for squadron communication therebetween.

Abstract: A vacuum cleaner including a main body and a filter assembly. The main body includes a vacuum motor for drawing a flow of air through the vacuum cleaner. The filter assembly includes a first filter, and a filter housing configured to form part of an outer surface of the vacuum cleaner. The filter assembly defines a longitudinal axis, and a through-hole which runs along the longitudinal axis through the filter assembly. Also disclosed herein is a filter assembly for said vacuum cleaner.