Abstract: Systems and techniques are described herein for processing data (e.g., image data) using convolution as a transformer (CAT) operations. The method includes receiving, at a convolution engine of a machine learning system, a first set of features, the first set of features being associated with an image and having a three-dimensional shape, applying, via the convolution engine, a depth-wise separable convolutional filter to the first set of features to generate a first output, applying, via the convolution engine, a pointwise convolutional filter to the first output to generate a second output based on global information from a spatial dimension and a channel dimension associated with the image, modifying the second output to the three-dimensional shape to generate a second set of features and combining the first set of features and the second set of features to generate an output set of features.

Abstract: A method, system and/or an apparatus to detect discrepancy in infrastructure security configurations from translated security best practice configurations in heterogeneous environments is disclosed. A method of an infrastructure security server communicatively coupled with a set of heterogeneous infrastructures translates a set of security best practice configurations of the heterogeneous infrastructures and/or a set of common vulnerabilities and exposures (CVE) of the heterogeneous infrastructures to programmatic execution. The method monitors the infrastructure security configurations associated with the heterogeneous infrastructures using a processor and a memory. The method analyzes the infrastructure security configurations based on the translated security best practice configurations and/or the translated common vulnerabilities and exposures (CVE).

Abstract: A method, a system and/or an apparatus of activity based access control in heterogeneous information technology infrastructure is disclosed. The infrastructure security server authenticates that a user is authorized to access a set of heterogeneous cloud-based services using at least one heterogeneous authorization system. The method monitors an activity of the user when accessing any of the set of heterogeneous cloud-based services over a period of time using a processor and a memory. The method dynamically adjusts access privileges to the set of heterogeneous cloud-based services. The adjustment to the access privileges includes a revocation of access to the user to a particular service of the set of heterogeneous cloud-based services and/or dynamically granting of access to the user to the particular service of the set of heterogeneous cloud-based services.

Abstract: A method generates a behavioral model of a data center when a machine learning algorithm is applied. A team of human modelers that partition the data center into a plurality of connected nodes is analyzed by a behavioral model. The behavioral model of the data center detects an anomaly in a system behavior center by recursively applying the behavioral model to each node and simple component. A compressed metric vector for the node is generated by reducing a dimension of an input metric vector. A root cause of a failure caused is determined by the anomaly and an action is automatically recommended to an operator to resolve a problem caused by the failure. The proactively actions are taken to keep the data center in a normal state based on the behavioral model using the machine learning algorithm.

Abstract: A method, a system and/or an apparatus of activity based access control in heterogeneous information technology infrastructure is disclosed. The infrastructure security server authenticates that a user is authorized to access a set of heterogeneous cloud-based services using at least one heterogeneous authorization system. The method monitors an activity of the user when accessing any of the set of heterogeneous cloud-based services over a period of time using a processor and a memory. The method dynamically adjusts access privileges to the set of heterogeneous cloud-based services. The adjustment to the access privileges includes a revocation of access to the user to a particular service of the set of heterogeneous cloud-based services and/or dynamically granting of access to the user to the particular service of the set of heterogeneous cloud-based services.

Abstract: A method, system and/or an apparatus to detect discrepancy in infrastructure security configurations from translated security best practice configurations in heterogeneous environments is disclosed. A method of an infrastructure security server communicatively coupled with a set of heterogeneous infrastructures translates a set of security best practice configurations of the heterogeneous infrastructures and/or a set of common vulnerabilities and exposures (CVE) of the heterogeneous infrastructures to programmatic execution. The method monitors the infrastructure security configurations associated with the heterogeneous infrastructures using a processor and a memory. The method analyzes the infrastructure security configurations based on the translated security best practice configurations and/or the translated common vulnerabilities and exposures (CVE).

Abstract: A method generates a behavioral model of a data center when a machine learning algorithm is applied. A team of human modelers that partition the data center into a plurality of connected nodes is analyzed by a behavioral model. The behavioral model of the data center detects an anomaly in a system behavior center by recursively applying the behavioral model to each node and simple component. A compressed metric vector for the node is generated by reducing a dimension of an input metric vector. A root cause of a failure caused is determined by the anomaly and an action is automatically recommended to an operator to resolve a problem caused by the failure. The proactively actions are taken to keep the data center in a normal state based on the behavioral model using the machine learning algorithm.

Abstract: Modified or extended release formulations containing mesalamine compounds and associated methods are disclosed and described. In some aspects, such formulations may be substantially bioequivalent to known FDA approved mesalamine formulations such as PENTASA®.

Abstract: In one embodiment, a method of a client device includes accessing an application through an application template. The application template resides on server device. The method also includes accessing application based on a response to request of a user interface. In addition, the method includes processing the application through a processor such that the application accesses the application template such that the client device permits an access of the application through the application template. The method further includes executing the application through the application template such that an execution of the application through the application template emulates the execution of the application installed on an operating system of the client device. The method also includes executing a function of the application template based on a demand of a user through the response to the request of the user such that the file is accessed when required by the application.

Abstract: A method, apparatus and system of centralized management of applications and desktop preferences without requiring configuration of client-side operating systems are disclosed. In one embodiment, a method of a rich client device includes accessing an application installed on a server, and executing the application from the rich client device without installing the application on the rich client device (e.g., that may mean that an operating system of the rich client device is not modified to perform the function calls between the application and the operating system) when requested by a user of the rich client device through a binary module (e.g., the binary module may include required resources between the application and the operating system including a file system data, a Dynamic-Link library (DLL) data, etc.) of the server that emulates a set of function calls between the application and an operating system of the rich client device.

Abstract: Rapid melt tablets that dissolve and release an active component in the oral cavity are comprised of a pharmaceutical active ingredient such as dextromethorphan complexed with a resin that is effective in taste-masking the otherwise bitter taste of the active making it convenient for oral administration. The drug/resin-complexed particles can be coated with water swellable or water insoluble polymers to impart controlled release properties to the active ingredient. A rapid melt tablet also comprises diluents, sweeteners, flavors, disintegrants and other excipients to form granules that can be compressed into tablets at low pressure without the need for a binding agent.

Abstract: A novel encapsulated product is provided and includes: at least one pharmaceutical; at least one compressible material; and at least one tableting material; wherein the encapsulated product is in the form of a caplet having a diameter of from about 1 millimeter to about 7 millimeters and a length from about 1 millimeter to about 7 millimeters. A method for preparing the encapsulated product is also provided.

Abstract: A method and system of operating system independent cloud computing is provided. In one embodiment, a method of a client device includes accessing a first application through a first application template. The first application template resides on a server. The method also includes accessing the first application based on a response to a request of a user interface of the client device. Furthermore, the method includes processing the first application through a processor such that the first application accesses the first application template such that the client device permits an access of the first application through the first application template. The method also includes executing the first application through the first application template such that an execution of the first application through the first application template emulates the execution of the first application installed on an operating system of the client device.

Abstract: The present invention is directed to multi-layered compositions for oral administration having at least one orally disintegrating layer and capable of maintaining layer cohesion. The present invention is also directed to methods of manufacturing such compositions.

Abstract: A method and system of operating system independent cloud computing is provided. In one embodiment, a method of a client device includes accessing a first application through a first application template. The first application template resides on a server. The method also includes accessing the first application based on a response to a request of a user interface of the client device. Furthermore, the method includes processing the first application through a processor such that the first application accesses the first application template such that the client device permits an access of the first application through the first application template. The method also includes executing the first application through the first application template such that an execution of the first application through the first application template emulates the execution of the first application installed on an operating system of the client device.

Abstract: In one embodiment, a method of a client device includes accessing an application through an application template. The application template resides on server device. The method also includes accessing application based on a response to request of a user interface. In addition, the method includes processing the application through a processor such that the application accesses the application template such that the client device permits an access of the application through the application template. The method further includes executing the application through the application template such that an execution of the application through the application template emulates the execution of the application installed on an operating system of the client device. The method also includes executing a function of the application template based on a demand of a user through the response to the request of the user such that the file is accessed when required by the application.

Abstract: The present invention relates to a pharmaceutical dosage form, and methods and system for making the pharmaceutical dosage form. The pharmaceutical dosage form contains a first component and a second component sealed in a container, such as a packet or sachet, blister pack, and capsule. Machines and methods for making the pharmaceutical dosage form is also provided.

Abstract: A novel encapsulated product is provided and includes: at least one pharmaceutical; at least one compressible material; and at least one tableting material; wherein the encapsulated product is in the form of a caplet having a diameter of from about 1 millimeter to about 7 millimeters and a length from about 1 millimeter to about 7 millimeters. A method for preparing the encapsulated product is also provided.

Abstract: A novel encapsulated product is provided and includes: at least one pharmaceutical; at least one compressible material; and at least one tableting material; wherein the encapsulated product is in the form of a caplet having a diameter of from about 1 millimeter to about 7 millimeters and a length from about 1 millimeter to about 7 millimeters. A method for preparing the encapsulated product is also provided.

Abstract: The present invention provides a novel rapid-melt pharmaceutical composition comprising a binder, a super emulsifier, a diluent/bulking material; and an active ingredient. The present invention also provides a rapid-melt bead composition comprising a binder having a melting point from about 20 to about 90° C., an emulsifier; a diluent/bulking material; and an active ingredient. Further, the present invention provides a chew tablet composition comprising a binder; an emulsifier having a melting point of greater than about 40° C.; a diluent/bulking material; and an active ingredient. Methods of making the disclosed compositions are also described.