Abstract: A machine learning platform operating at a server is described. The machine learning platform accesses a dataset from a datastore. A task that identifies a target of a machine learning algorithm from the machine learning platform is defined. The machine learning algorithm forms a machine learning model based on the dataset and the task. The machine learning platform deploys the machine learning model and monitors a performance of the machine learning model after deployment. The machine learning platform updates the machine learning model based on the monitoring.

Abstract: Technologies for encrypting communication links between devices are described. A method includes generating a first initialization vector (IV), from a first subspace of IVs, for a first cryptographic ordered flow, and a second IV, from a second subspace of IVs that are mutually exclusive from the first subspace. The first and second cryptographic ordered flows share a key to secure multipath routing in a fabric between devices. The method sends, to the second device, a first packet for the first cryptographic ordered flow and a second packet for the second cryptographic ordered flow. The first packet includes a first security tag with the first IV and a first payload encrypted using the first IV and a first key. The second packet includes a second security tag with the second IV and a second payload encrypted using the second IV and a second key.

Abstract: A machine learning platform operating at a server is described. The machine learning platform accesses a dataset from a datastore. A task that identifies a target of a machine learning algorithm from the machine learning platform is defined. The machine learning algorithm forms a machine learning model based on the dataset and the task. The machine learning platform deploys the machine learning model and monitors a performance of the machine learning model after deployment. The machine learning platform updates the machine learning model based on the monitoring.

Abstract: A machine learning platform operating at a server is described. The machine learning platform accesses a dataset from a datastore. A task that identifies a target of a machine learning algorithm from the machine learning platform is defined. The machine learning algorithm forms a machine learning model based on the dataset and the task. The machine learning platform deploys the machine learning model and monitors a performance of the machine learning model after deployment. The machine learning platform updates the machine learning model based on the monitoring.

Abstract: An endpoint in a network may make posted or non-posted write requests to another endpoint in the network. For a non-posted write request, the target endpoint provides a response to the requesting endpoint indicating that the write request has been serviced. For a posted write request, the target endpoint does not provide such an acknowledgment. Hence, posted write requests have lower overhead, but they suffer from potential synchronization and resiliency issues. While non-posted write requests do not have those issues, they cause increased load on the network because such requests require the target endpoint to acknowledge each write request. Introduced herein is a network operation technique that uses non-posted transactions while maintaining a load overhead of the network as a manageable level. The introduced technique reduces the load overhead of the non-posted write requests by collapsing and reducing a number of the responses.

Abstract: An endpoint in a network may make posted or non-posted write requests to another endpoint in the network. For a non-posted write request, the target endpoint provides a response to the requesting endpoint indicating that the write request has been serviced. For a posted write request, the target endpoint does not provide such an acknowledgment. Hence, posted write requests have lower overhead, but they suffer from potential synchronization and resiliency issues. While non-posted write requests do not have those issues, they cause increased load on the network because such requests require the target endpoint to acknowledge each write request. Introduced herein is a network operation technique that uses non-posted transactions while maintaining a load overhead of the network as a manageable level. The introduced technique reduces the load overhead of the non-posted write requests by collapsing and reducing a number of the responses.

Abstract: Human or chimeric heavy chain-only antibodies are provided, in the native amino acid residue at the first position of the fourth framework region (FR4) of said HCAb is substituted by a different amino acid residue that is capable of disrupting a surface-exposed hydrophobic patch comprising or associated with the native amino acid residue at that position.

Abstract: A CRC generator, a method for computing a CRC of a data packet, and an electronic system, such as a circuit board, are disclosed herein. In one embodiment the method is for computing the CRC of a data packet to be transmitted on a serial communications link having multiple lanes. In one embodiment, the CRC generator includes: (1) a CRC calculator configured to define a CRC calculation of a data packet in sequential order and perform parallelized computations, according to the sequential order and the multiple lanes, to generate sub-CRC values and (2) combination circuitry configured to combine the sub-CRC values to provide the CRC value for the packet.

Abstract: Remotely synchronizing data communicated in an electronic computing system. Ordered writing of a data set of discrete data packets (data) and a following associated semaphore packet (semaphore) from a source electronic device (source) to a bridge interface device (bridge). Relaxed writing of the data set from the bridge to discrete target memory addresses (targets) of a data-consuming electronic device (consumer), wherein the order of the data and the semaphore written to the targets is different than the order of the data and semaphore written with the ordered writing. Monitoring, by the consumer, the relaxed writing of the semaphore to one of the targets. Issuing a synchronization command to the bridge upon detection of the semaphore having been written to the one target. Sending a synchronization confirmation reply from the bridge after all of the data has been written to the targets.

Abstract: Remotely synchronizing data communicated in an electronic computing system. Ordered writing of a data set of discrete data packets (data) and a following associated semaphore packet (semaphore) from a source electronic device (source) to a bridge interface device (bridge). Relaxed writing of the data set from the bridge to discrete target memory addresses (targets) of a data-consuming electronic device (consumer), wherein the order of the data and the semaphore written to the targets is different than the order of the data and semaphore written with the ordered writing. Monitoring, by the consumer, the relaxed writing of the semaphore to one of the targets. Issuing a synchronization command to the bridge upon detection of the semaphore having been written to the one target. Sending a synchronization confirmation reply from the bridge after all of the data has been written to the targets.

Abstract: A CRC generator, a method for computing a CRC of a data packet, and an electronic system, such as a circuit board, are disclosed herein. In one embodiment the method is for computing the CRC of a data packet to be transmitted on a serial communications link having multiple lanes. In one embodiment, the CRC generator includes: (1) a CRC calculator configured to define a CRC calculation of a data packet in sequential order and perform parallelized computations, according to the sequential order and the multiple lanes, to generate sub-CRC values and (2) combination circuitry configured to combine the sub-CRC values to provide the CRC value for the packet.

Abstract: A filter cassette rack and tracks wherein the rack is a three dimensional rectangular rack having at least two opposing open sides, sealing and non-sealing support tracks span the rack providing filter cassette guides and sealing means for a plurality of filter cassettes.

Abstract: A filter cassette rack and tracks wherein the rack is a three dimensional rectangular rack having at least two opposing open sides, sealing and non-sealing support tracks span the rack providing filter cassette guides and sealing means for a plurality of filter cassettes.

Abstract: A filter cassette having opposing rectangular side panels with at least one pair of filter media containers there between wherein each filter media container has a pair of opposing rectangular end plates and a pair of opposing rectangular media screens, each pair of containers are in a “V” configuration with adjacent end plates having a unitary configuration and at least one media fill aperture for each media container on a non-sealing side of the filter cassette, outermost end plates on a sealing side of the filter cassettes extend between corners of opposing side panels forming a substantially smooth sealing surface, and a fill cap is attached to each unitary pair of end plates having media fill apertures enclosing the media fill apertures.

Abstract: A filter cassette rack and tracks wherein the rack is a three dimensional rectangular rack having at least two opposing open sides, sealing and non-sealing support tracks span the rack providing filter cassette guides and sealing means for a plurality of filter cassettes.

Abstract: A nestable fluid filter comprises a frame surrounding a filter media, the frame has a unitary portion unitary with an outer portion of the filter media, depending from the unitary portion is a portion flaring outwardly at an obtuse angle from the unitary portion, the flared portion is unitary about the filter media, a mounting surface depends from the flared portion and is in a substantially parallel plane with the filter media.

Abstract: A filter cassette having opposing rectangular side panels with at least one pair of filter media containers there between wherein each filter media container has a pair of opposing rectangular end plates and a pair of opposing rectangular media screens, each pair of containers are in a “V” configuration with adjacent end plates having a unitary configuration and at least one media fill aperture for each media container on a non-sealing side of the filter cassette, outermost end plates on a sealing side of the filter cassettes extend between corners of opposing side panels forming a substantially smooth sealing surface, and a fill cap is attached to each unitary pair of end plates having media fill apertures enclosing the media fill apertures.

Abstract: A filter cassette rack and tracks wherein the rack is a three dimensional rectangular rack having at least two opposing open sides, sealing and non-sealing support tracks span the rack providing filter cassette guides and sealing means for a plurality of filter cassettes.