Abstract: Techniques are disclosed for facilitating the tuning of hyperparameter values during the development of machine learning (ML) models using visual analytics in a data science platform. In an example embodiment, a computer-implemented data science platform is configured to generate, and display to a user, interactive visualizations that dynamically change in response to user interaction. Using the introduced technique, a user can, for example, 1) tune hyperparameters through an iterative process using visual analytics to gain and use insights into how certain hyperparameters affect model performance and convergence, 2) leverage automation and recommendations along this process to optimize the tuning given available resources, 3) collaborate with peers, and 4) view costs associated with executing experiments during the tuning process.

Abstract: Systems, methods and devices for analyzing a route using a geographic information system (GIS) are disclosed. Such systems, methods, and devices may include rendering a map, plotting a route on such a map. GIS software identifies route features and land parcels along the route. Further, aspects of the present disclosure describe performing cost analysis, route impact, analysis and environment analysis for the route using GIS software and processing route feature and land parcel information stored across different database modules and information repositories.

Abstract: Techniques for enabling synchronized media sharing experiences between nodes in a network are provided. In one embodiment, a method is provided for presenting a synchronized “slideshow” of images across multiple, connected computing devices, and allowing synchronized image manipulations and/or or modifications (e.g., panning, zooming, rotations annotations, etc.) across the connected computing devices with respect to one or more images in the slideshow. In yet another embodiment, a method is provided for locally saving an image during the course of the slideshow on one or more of the connected computing devices.

Abstract: An eyeglasses cleaning device includes: a holding body defining an inner space therein and adapted to receive a cleaning cloth in the inner space, the holding body having a connecting end; and at least one cleaning unit including a mounting member that is coupled detachable to the connecting end of the holding body, and a soft porous block that is mounted on the mounting member and that is adapted to absorb a liquid cleaner therein.

Abstract: A screw fastener assembly includes a resilient sleeve sleeved on a head portion of the screw fastener in a close-fitting manner such that a free end of a shank portion of the screw fastener extends outwardly of a first end of the sleeve. The sleeve permits extension of a bit of a screw driver thereinto via a second end thereof, and is sleeved on the screw driver in a close-fitting manner. An engaging groove in the head portion of the screw fastener engages the bit of the screw driver such that the screw driver is capable of moving and rotating an assembly of the screw fastener and the sleeve until the first end of the sleeve comes into contact with a surface of an object so as to allow movement of the screw fastener relative to the sleeve and a threaded hole in the object.

Abstract: A cleansing wipe pack includes: a container; a stack of tissues stored in the container; a bag disposed in the container and defining an enclosed space therein; and an amount of a cleansing liquid stored sealingly in the enclosed space in the bag.

Abstract: A combined screwdriver and magnifying glass includes a screwdriver having a handle and a shank connected to the handle; a block member made of elastic material detachably and frictionally sleeved around the shank; and a magnifying glass having a central hole, the block member being frictionally fitted in the central hole of the magnifying glass.