Abstract: Systems, computer program products, and methods are described herein for authorizing a database model using distributed ledger technology. The present invention is configured to receive, from a computing device of a user, a physical database model; determine one or more data sources; initiate a second machine learning model on the one or more data sources and the physical database model; determine at least one data source that is likely to be triggered when populating a database created using the physical database model; generate a new transaction object for the physical database model; broadcast the new transaction object for the physical database model to the at least one data source in a distributed ledger for validation; receive a validation of the physical database model; and authorize a generation of a database using the physical database model based on at least receiving the validation.

Abstract: A processor on a computing device executes a monitoring module to perform steps that include sending a request to a baseboard management controller in the computing device to search for an event in an event log maintained by the baseboard management controller. A response is received from the baseboard management controller in response to the request and is used with a current state of the monitoring module to determine whether to send an event message to a central controller located on a network to indicate that the computing device is malfunctioning.

Abstract: An information handling system in an infrastructure-as-a-service (IaaS) system includes a memory for storing code and a processor to execute code to instantiate an IaaS NVMe orchestrator. The IaaS NVMe orchestrator establishes a first fabric link with a first target NVMe array of storage resources of the IaaS, establishes a second fabric link with a second target NVMe array of the storage resources, and establishes a first session on the storage resources. The first session includes a first namespace on the first target NVMe array and a second namespace on the second target NVMe array. The first and second namespaces are mirrored namespaces. The IaaS NVMe orchestrator further determines that the first fabric link has failed, and establishes a third fabric link with the first target NVMe array in response to determining that the first fabric link has failed.

Abstract: An information handling system includes a provisioning server and a server. The server includes a baseboard management controller (BMC) to determine a first hardware inventory profile for the server. The BMC provides the first hardware inventory profile to the provisioning server. The BMC stores first signed provisioning configuration content that is based on a first ownership certificate for a first owner of the server. The BMC determines a second hardware inventory profile for the server, and provides the second hardware inventory profile to the provisioning server. The BMC stores second signed provisioning configuration content that is based on a second ownership certificate for a second owner of the server. In response to an expiration of the second ownership certificate, the BMC removes the second signed provisioning configuration content, compares a current hardware inventory profile to the first hardware inventory profile, and generates a report to indicate any hardware changes.

Abstract: An information handling system includes a provisioning server and a server. The server includes a baseboard management controller (BMC) that configures a first ownership certificate for the server, and provides it to the provisioning server. The first ownership certificate is associated with a first owner. The BMC receives a first signed provisioning configuration content, and stores the first signed provisioning configuration content in an encrypted memory. The BMC configures a second ownership certificate for the server, and provides it to the provisioning server. The second ownership certificate is associated with a second owner. The BMC receives a second signed provisioning configuration content, and stores the second signed provisioning configuration content on top of the first signed provisioning configuration content in the encrypted memory.

Abstract: An authentication system includes a light fidelity (LiFi) device and a receiving device. The LiFi device includes at least one light source that is configured to emit light. The LiFi device communicates encrypted data via the light emitted from the at least one light source to the receiving device. The receiving device receives the encrypted data and obtains the confidential data from the encrypted data. The receiving device accesses an authentication level of the user that indicates to which one or more portions of the confidential data the user is authorized to access. The receiving device determines that the user of the receiving device is authorized to access a first subset of the confidential data based on the authentication level of the user. The receiving device grants, the user of the receiving device, access to the first subset of the confidential data.

Abstract: A system for implementing a secured data transmission includes a sending device and a light fidelity (LiFi) device. The sending device determines that a subset of data is confidential based on historical indications. The device encrypts the subset of data. The device receives a message that indicates that a user of a second device initiated a request to receive the subset of data. The device communicates the encrypted data to the LiFi device. The LiFi device includes at least one light source that is configured to emit light. The LiFi device communicates the encrypted data via the light emitted from the at least one light source to the receiving device.

Abstract: A method for training a machine learning model, e.g., a neural network, using a regularization scheme is disclosed. The method includes generating regularized partial gradients of losses computed using an objective function for training the machine learning model.

Abstract: Systems, computer program products, and methods are described herein for intelligent database modelling. The present invention is configured to capture, using the augmented reality application, a drawing made by the user on a medium; initiate a first machine learning model on the drawing; determine that the user is attempting to design a database model; extract at least a first entity from the drawing; determine, using the first machine learning model, one or more attributes for the first entity; initiate, via the augmented reality application, a first push notification for display on the computing device of the user; electronically receive, via the augmented reality application, a user selection of a subset of attributes from the one or more attributes; generate, using the augmented reality application, a conceptual database model based on at least the first entity and the subset of attributes.

Abstract: Systems, computer program products, and methods are described herein for authorizing a database model using distributed ledger technology. The present invention is configured to receive, from a computing device of a user, a physical database model; determine one or more data sources; initiate a second machine learning model on the one or more data sources and the physical database model; determine at least one data source that is likely to be triggered when populating a database created using the physical database model; generate a new transaction object for the physical database model; broadcast the new transaction object for the physical database model to the at least one data source in a distributed ledger for validation; receive a validation of the physical database model; and authorize a generation of a database using the physical database model based on at least receiving the validation.

Abstract: Temporary firmware is provided as cloud services. Different temporary firmware containers are downloaded via a communications network. A light-weight operating system launches and executes the temporary firmware containers during a boot operation, POST operation, or other scheme. The temporary firmware containers thus detect and perhaps resolve POST errors. The light-weight operating system may also download a full-service/resource operating system. A second or subsequent boot operation may be performed, but control is ceded to the full-service/resource operating system. Multiple firmware tenants may thus be temporarily downloaded to a bare metal machine to support POST error detection activities. Advanced OS serviceability, diagnostics, and other containerized firmware may thus be quickly and simply launched without requiring the excessive time and difficulties of using the full-service/resource operating system.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for accounting for long-tail training data.

Abstract: An information handling system includes a provisioning server and a server. The server includes a baseboard management controller (BMC) that configures a first ownership certificate for the server, and provides it to the provisioning server. The first ownership certificate is associated with a first owner. The BMC receives a first signed provisioning configuration content, and stores the first signed provisioning configuration content in an encrypted memory. The BMC configures a second ownership certificate for the server, and provides it to the provisioning server. The second ownership certificate is associated with a second owner. The BMC receives a second signed provisioning configuration content, and stores the second signed provisioning configuration content on top of the first signed provisioning configuration content in the encrypted memory.

Abstract: The present disclosure refers to methods and apparatuses for processing of high-resolution video content. In an embodiment, a method includes generating a first group of video frames from the video content. The first group of video frames has a first resolution lower than a resolution of the video content and a first rate-distortion score. The method further includes generating a second group of video frames from the video content. The second group of video frames has a second resolution lower than the resolution of the video content and a second rate-distortion score. The method further includes selecting an optimal group of video frames from the first and second groups of video frames based on a comparison between the first and second rate-distortion scores. The optimal group of video frames has a rate-distortion score lower than the first and the second rate-distortion scores.

Abstract: A system includes a virtual machine to transmit an input/output request to a data storage system and a hypervisor configured to maintain a map of the virtual machine to a virtual disk, wherein the virtual disk is a slice of a persistent storage device. A virtual machine server is configured to maintain a map of the virtual disk to a start address and an end address and to update the input/output request with the start address, the end address, and a virtual disk identifier associated with the virtual machine. A processor determines whether the start address and the end address are valid, and if the start address and the end address are valid, then process the input/output request. The response is transmitted to the input/output request.

Abstract: An information handling system includes a provisioning server and a server. The server includes a baseboard management controller (BMC) that configures a first ownership certificate for the server, and provides it to the provisioning server. The first ownership certificate is associated with a first owner. The BMC receives a first signed provisioning configuration content, and stores the first signed provisioning configuration content in an encrypted memory. The BMC configures a second ownership certificate for the server, and provides it to the provisioning server. The second ownership certificate is associated with a second owner. The BMC receives a second signed provisioning configuration content, and stores the second signed provisioning configuration content on top of the first signed provisioning configuration content in the encrypted memory.

Abstract: A proxy management controller system includes a first management controller device in a first server device, a second management controller device in a second server device, and a proxy management controller manager subsystem coupled to the first and second management controller device. The first management controller device receives an instruction from the proxy management controller manager subsystem to provide a proxy management controller for the second management controller device, and creates a proxy management controller virtual container for the second management controller device. The first management controller device then receives raw data collected by the second management controller device from the second server device, stores the raw data in the proxy management controller virtual container, and converts the raw data to formatted data.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for multi-stage computationally-efficient inference using a first and second neural network.

Abstract: An information handling system includes a provisioning server and a server. The server includes a baseboard management controller (BMC) to determine a first hardware inventory profile for the server. The BMC provides the first hardware inventory profile to the provisioning server. The BMC stores first signed provisioning configuration content that is based on a first ownership certificate for a first owner of the server. The BMC determines a second hardware inventory profile for the server, and provides the second hardware inventory profile to the provisioning server. The BMC stores second signed provisioning configuration content that is based on a second ownership certificate for a second owner of the server. In response to an expiration of the second ownership certificate, the BMC removes the second signed provisioning configuration content, compares a current hardware inventory profile to the first hardware inventory profile, and generates a report to indicate any hardware changes.

Abstract: A system includes a virtual machine to transmit an input/output request to a data storage system and a hypervisor configured to maintain a map of the virtual machine to a virtual disk, wherein the virtual disk is a slice of a persistent storage device. A virtual machine server is configured to maintain a map of the virtual disk to a start address and an end address and to update the input/output request with the start address, the end address, and a virtual disk identifier associated with the virtual machine. A processor determines whether the start address and the end address are valid, and if the start address and the end address are valid, then process the input/output request. The response is transmitted to the input/output request.