Abstract: The invention relates to a fence post 100 for electrical fences. The fence post 100 may be formed as a pultrusion and may have the shape of a “T”. Compared to prior art fence posts, the fence post 100 can reduce problems of excessive electrical conduction and can also reduce problems of splintering. The fence post 100 may have a tapered region 140. The fence post 100 may have a hole-free region. A portion of the fence post 100 may have a colour that contrasts with the remainder of the fence post 100; this can enhance visibility of the fence post 100 in snow.

Abstract: A system and method for machine learning-based data field validation is proposed that utilizes a specific trained machine learning model data architecture that is adapted to be more resilient against training set class imbalance, using a Siamese triplet LSTM network architecture that uses three LSTMs that are trained together and operate in concert. An example non-limiting practical use includes using the Siamese triplet LSTM network architecture to validate whether free-text data fields include a single jurisdiction in an address or multiple jurisdictions in the address.

Abstract: Systems and methods for identifying and removing bias from communications are disclosed. In one embodiment, a method for identifying bias may include: (1) receiving, by a bias identification computer program executed by an electronic device and from a user electronic device, text comprising a plurality of passages; (2) converting, by the bias identification computer program, each of the plurality of passages into a vector; (3) determining, by the bias identification computer program, that a custom entity in a bias category is present in one of the plurality of vectors or in a preceding or subsequent vector using a trained bias identification machine learning engine; and (4) returning, by the bias identification computer program and to the user electronic device, an indication that the one of the plurality of vectors is biased.

Abstract: A computer-implemented process for facilitating generation of a user interface design. The computer-implemented method provides for one or more processors to identify one or more elements added to a screen design by a first designer. The one or more processors predict one or more next elements of the screen design, based on the identified one or more elements added to the screen design and a learning model trained by machine learning techniques using a convolutional neural network. The one or more processors present the one or more next design elements as a recommendation to the first designer. The one or more processors determine a selection decision made by the first designer of the one or more next elements from the recommendation, and the one or more processors update learning model, based on selection decisions made by the first designer.

Abstract: Disclosed herein are platforms, systems, devices, software, and methods for processing and analyzing real-time data to generate predictions of near future events. Machine learning algorithms can be configured for varying levels of aggression to enhance timeliness of the predictions. Ensemble machine learning techniques combining a plurality of trained models configured with higher and lower aggression levels can be used to improve both timeliness and accuracy.

Abstract: This present invention relates to a stable lyophilized composition of Cyclophosphamide. The said stable lyophilized composition of Cyclophosphamide provides an improved moisture content than the lyophilized Cyclophosphamide compositions obtained by the conventional lyophilization method. Further, the invention relates to a process for preparation of the said stable lyophilized composition of Cyclophosphamide, wherein the said process comprises controlled lyophilization with freezing and annealing at a temperature above 0° C.

Abstract: An air filter has a mechanism for preventing blow-by around a perimeter of the filter. The air filter has two rigid frames surrounding a filter and at least one of the rigid frames comprises a brush seal track with a brush seal therein. The air filter includes a latching mechanism to engage the rigid frames to each other and a handle for installation and removal.

Abstract: An air filter has a mechanism for preventing blow-by around a perimeter of the filter. The air filter has two rigid frames surrounding a filter and at least one of the rigid frames comprises a brush seal track with a brush seal therein. The brush seal may be contained within a hinge element attached to the two rigid frames.

Abstract: The present invention relates to a stable transdermal gel composition comprising Testosterone, a penetration enhancer, a gelling agent with pharmaceutically acceptable excipients. Further, the invention relates to the method of administering the said transdermal gel and its uses thereof.

Abstract: The present invention relates to a stable pharmaceutical composition of Tigecycline and process for the preparation of the same. The composition comprises Tigecycline and maltose wherein the pH of the bulk solution or solution after reconstitution is in between 3-6.

Abstract: The present invention relates to a stable pharmaceutical composition of Tigecycline and process for the preparation of the same. The composition comprises Tigecycline and maltose wherein the pH of the bulk solution or solution after reconstitution is in between 3-6.

Abstract: An air filter has a mechanism for preventing blow-by around a perimeter of the filter. The air filter has two rigid frames surrounding a filter and at least one of the rigid frames comprises a brush seal track with a brush seal therein.

Abstract: A pultrusion apparatus for manufacturing a fiber-reinforced plastic article having a non-linear shape includes a mold configured to receive a partially cured fiber-reinforced plastic article and to form the partially-cured fiber-reinforced plastic article into a spirally wound shape. A drive mechanism is coupled to the mold and configured to rotate the mold such that the fiber-reinforced plastic article is taken up on the mold. An energy source is operatively associated with the mold and positioned so that the partially cured fiber-reinforced plastic article is cured in a spirally wound shape as the article is taken up on the longitudinally extending mold. The pultrusion apparatus allows for continuously shaping a non-linear fiber-reinforced plastic article, obviating the need for any of the work to be done by hand, which may be labor intensive, not as highly reproducible, and potentially contaminating.

Abstract: A pultrusion apparatus for manufacturing a fiber-reinforced plastic article having a non-linear shape includes a mold configured to receive a partially cured fiber-reinforced plastic article and to form the partially cured fiber-reinforced plastic article into a spirally wound shape. A drive mechanism is coupled to the mold and configured to rotate the mold such that the fiber-reinforced plastic article is taken up on the mold. An energy source is operatively associated with the mold and positioned so that the partially cured fiber-reinforced plastic article is cured in a spirally wound shape as the article is taken up on the longitudinally extending mold. The pultrusion apparatus allows for continuously shaping a non-linear fiber-reinforced plastic article, obviating the need for any of the work to be done by hand, which may be labor intensive, not as highly reproducible, and potentially contaminating.

Abstract: A pultrusion apparatus for manufacturing a fiber-reinforced plastic article having a non-linear shape includes a mold configured to receive a partially cured fiber-reinforced plastic article and to form the partially cured fiber-reinforced plastic article into a spirally wound shape. A drive mechanism is coupled to the mold and configured to rotate the mold such that the fiber-reinforced plastic article is taken up on the mold. An energy source is operatively associated with the mold and positioned so that the partially cured fiber-reinforced plastic article is cured in a spirally wound shape as the article is taken up on the longitudinally extending mold. The pultrusion apparatus allows for continuously shaping a non-linear fiber-reinforced plastic article, obviating the need for any of the work to be done by hand, which may be labor intensive, not as highly reproducible, and potentially contaminating.