Abstract: One or more embodiments include a computer-implemented method that includes receiving a data set generated by a machine learning model, wherein the data set comprises a plurality of data samples that are independent of each other, performing two or more fitting operations to fit the data set to a regularized maximum likelihood estimators (MLEs), determining a variance associated with the data set based on a derivative associated with the regularized MLEs, and performing one or more operations associated with the machine learning model based on the variance.

Abstract: Exemplary embodiments include a completely redesigned fire control group to allow the safety to be engaged at any time. This unique feature can reduce or eliminate the possibility of accidental discharges of the weapon system, as engaging the safety will not allow the hammer to move forward even in the event of a malfunction.

Abstract: Exemplary embodiments include a completely redesigned fire control group to allow the safety to be engaged at any time. This unique feature can reduce or eliminate the possibility of accidental discharges of the weapon system, as engaging the safety will not allow the hammer to move forward even in the event of a malfunction.

Abstract: A drive mechanism for a washing machine having a basket rotatably mounted within a tub includes a motor having a first pulley. A washing apparatus is mounted within the basket. A rotatable shaft has first and second ends, the first end being directly coupled to the washing apparatus. A second pulley is mounted on the second end of the shaft. A drive belt connects the first pulley to the second pulley. An inverter is operatively coupled to the motor. A controller is operatively coupled to the inverter and the motor. The controller is configured to control the motor based on a predetermined agitation profile.

Abstract: A drive mechanism for a washing machine having a basket rotatably mounted within a tub includes a variable speed motor including a first pulley. An agitator is mounted within the basket. A rotatable shaft has first and second ends. The first end is directly coupled to the agitator. A second pulley is mounted on the second end of the shaft. A drive belt connects the first pulley to the second pulley. An inverter is operatively coupled to the motor. A controller is operatively coupled to the inverter and the motor. The controller is configured to control the motor based on a predetermined agitation profile.

Abstract: A drive mechanism for a washing machine having a basket rotatably mounted within a tub includes a motor having a first pulley. A washing apparatus is mounted within the basket. A rotatable shaft has first and second ends, the first end being directly coupled to the washing apparatus. A second pulley is mounted on the second end of the shaft. A drive belt connects the first pulley to the second pulley. An inverter is operatively coupled to the motor. A controller is operatively coupled to the inverter and the motor. The controller is configured to control the motor based on a predetermined agitation profile.

Abstract: A method of fabricating a wash basket for a washing machine including providing a substantially cylindrical housing having a bottom and an inner wall, providing a plurality of geometric structures and connecting the plurality of geometric structures to the inner wall. The plurality of geometric structures may be configured to optimize a relationship between mechanically agitating an article contained within the wash basket during a wash cycle and reducing a residual moisture content of the article during a spin cycle. A wash basket for a washing machine may include a housing having an inner wall fabricated by a first process and a plurality of geometric structures fabricated by a second process where the plurality of geometric structures are attached to and extend radially inwardly from the inner wall, the geometric structures comprising a separate structure relative to the housing.

Abstract: An improved grease gun adaptor device, wherein cost efficient refills for a standard grease gun can be utilized to lubricate equipment and tools having grease fittings that heretofore have required the purchase of brand specific tubes of grease, wherein a flexible design and cap screw enable easy, single-handed attachment to virtually any location of grease-fitting aperture, and wherein a simple one-piece design enables cost efficient production and utilization thereof. The present invention is particularly suited for, although not limited to, enabling a user to adapt the tip of a standard grease gun to a specified grease fitting to lubricate landscaping equipment and power tools, thereby eliminating the need to purchase a brand specific tube of grease.

Abstract: An assembly for a chemical-mechanical polishing process includes a platen having an outer edge, a top surface, and at least one inlet for introducing fluid to the top surface; a manifold system, entrenched in the top surface and in communication with the at least one inlet, for channeling the fluid about the top surface; a polishing pad having a top pad surface, and a plurality of fluid delivery through-holes for introducing the fluid from the manifold system to the top pad surface; and a fluid distribution system, entrenched in the top pad surface and in communication with the through-holes, for substantially uniformly distributing the fluid about the top pad surface. The fluid distribution system includes a set of intersecting first grooves defining an array of lands, each of the first grooves having a first cross sectional area.