Abstract: Techniques for active learning-based data labeling are described. An active learning-based data labeling service enables a user to build and manage large, high accuracy datasets for use in various machine learning systems. Machine learning may be used to automate annotation and management of the datasets, increasing efficiency of labeling tasks and reducing the time required to perform labeling. Embodiments utilize active learning techniques to reduce the amount of a dataset that requires manual labeling. As subsets of the dataset are labeled, this label data is used to train a model which can then identify additional objects in the dataset without manual intervention. The label data can be added to an augmented manifest, the augmented manifest can be used to filter the dataset to perform further labeling jobs on the same or different subsets of the dataset.

Abstract: Multitier, multitenant architecture of pods comprise multiple stacks with different metrics and workload compositions that constantly change over time. A computer system may identify an overall pod time-to-live (TTL) based on the changing metrics and workloads. The TTL may be a forecasted time that pod remediation is needed to avoid negative impact on pod performance and customer experience. Additionally, the computer system may identify the appropriate remediation(s) for each pod. The computer system may compare and prioritize remediations across a collection of pods with different configurations and workload characteristics based on the TTLs. Other embodiments may be described and/or claimed.

Abstract: Multitier, multitenant architecture of pods comprise multiple stacks with different metrics and workload compositions that constantly change over time. A computer system may identify an overall pod time-to-live (TTL) based on the changing metrics and workloads. The TTL may be a forecasted time that pod remediation is needed to avoid negative impact on pod performance and customer experience. Additionally, the computer system may identify the appropriate remediation(s) for each pod. The computer system may compare and prioritize remediations across a collection of pods with different configurations and workload characteristics based on the TTLs. Other embodiments may be described and/or claimed.

Abstract: Disclosed is a portable magnetic sporting equipment rack with at least a base coupled to magnets on its underside, and an optional cover. In the preferred embodiment the magnets are strong rare earth neodymium magnets. The magnets are arranged on the underside as “feet” that tightly secure to any metal surface. Such a surface may be the roof of any car, van, truck, SUV, to allow convenient, fast and safe transport of fishing rods on the roof of any vehicle. The rack may be comprised of a base and cover, with straps or other means of securing fishing rods and the cover in place. The piece may also be removed and used as a carrying case or may also serve as ornamental fishing rod storage piece on any metallic surface.

Abstract: The present invention discloses generally a firearm stabilizing mount system and method of use, the system comprising (1) at least one mountable base with an upper and lower surface; (2) at least one magnet with an upper and lower surface; (3) at least one support structure with top and bottom opposing ends; and (4) a gun mount with top and bottom opposing ends. The upper surface of the magnet substantially covers the bottom surface of the mountable base. The bottom end of the support structure converges vertically to a point in the upper surface of the mountable base. The gun mount pivots or swivels along its bottom end at the top end of the support structure and accepts at least a portion of the firearm along its top end such that the firearm rests or is secured within the gun mount.

Abstract: The present invention discloses a firearm support rack system comprising (1) a plurality of gun rack support structures with top and bottom opposing ends; (2) at least one mountable rest with an upper surface and a lower surface; and (3) a plurality of magnets with an upper surface and a lower surface. The gun rack support structures have at least one magnetic portion connected to the gun rack support structures. The gun rack support structure top end accepts at least a portion of the firearm. The bottom end of the gun rack support structures connect vertically or horizontally along the upper surface of the mountable rest; the upper surface of the magnets attach to the lower surface of the mountable rest. The gun rack support structure may also be substantially comprised of a magnet.