Abstract: Embodiments are generally directed to compression in machine learning and deep learning processing. An embodiment of an apparatus for compression of untyped data includes a graphical processing unit (GPU) including a data compression pipeline, the data compression pipeline including a data port coupled with one or more shader cores, wherein the data port is to allow transfer of untyped data without format conversion, and a 3D compression/decompression unit to provide for compression of untyped data to be stored to a memory subsystem and decompression of untyped data from the memory subsystem.

Abstract: A system and method for storing computer files in a destination file is described, which may be an incremental backup system. File headers related to the files may be stored in a file index separate from a data file, or subsequent versions may be stored in the same data file while maintaining earlier versions. File headers may include locations of files, checksums, metadata about individual blocks corresponding to the data files. A system may include a client application program stored on a client computer, a network, and a server software program on a destination computer. Embodiments may include compression, encryption, or both, performed by the client application program. Files may be divided into blocks, and metadata may include locations of blocks. Files may be restored from the destination computer to the source computer. Files storage locations on the destination computer may be mapped to the client computer to appear as a virtual hard drive for convenient access by a user.

Abstract: A system and method for storing computer files in a destination file is described, which may be an incremental backup system. File headers related to the files may be stored in a file index separate from a data file, or subsequent versions may be stored in the same data file while maintaining earlier versions. File headers may include locations of files, checksums, metadata about individual blocks corresponding to the data files. A system may include a client application program stored on a client computer, a network, and a server software program on a destination computer. Embodiments may include compression, encryption, or both, performed by the client application program. Files may be divided into blocks, and metadata may include locations of blocks. Files may be restored from the destination computer to the source computer.

Abstract: A system and method for real-time or nearly real-time archiving of electronic mail (“email”) messages resulting in a more secure archiving process with minimal or no loss of email messages by accidental deletion or during an event such as a computer crash is disclosed. A copy of each email message is sent, via an email archive plug-in, to an email archive located remotely from the user's computer and the email server that sent the email message to the user's computer. The archived copies of email messages may be kept confidential by optionally encrypting and/or compressing the email messages to ensure that unauthorized person do not have access to the email messages. Furthermore, copies that are already encrypted and/or compressed when received by the email archive plug-in, may be kept in their encrypted and/or compressed state or may decrypted and/or decompressed prior to storage.

Abstract: A system and method for storing computer files in a destination file is described, which may be an incremental backup system. File headers related to the files may be stored in a file index separate from a data file, or subsequent versions may be stored in the same data file while maintaining earlier versions. File headers may include locations of files, checksums, metadata about individual blocks corresponding to the data files. A system may include a client application program stored on a client computer, a network, and a server software program on a destination computer. Embodiments may include compression, encryption, or both, performed by the client application program. Files may be divided into blocks, and metadata may include locations of blocks. Files may be restored from the destination computer to the source computer. Files storage locations on the destination computer may be mapped to the client computer to appear as a virtual hard drive for convenient access by a user.

Abstract: A system and method for storing computer files in a destination file is described, which may be an incremental backup system. File headers related to the files may be stored in a file index separate from a data file, or subsequent versions may be stored in the same data file while maintaining earlier versions. File headers may include locations of files, checksums, metadata about individual blocks corresponding to the data files. A system may include a client application program stored on a client computer, a network, and a server software program on a destination computer. Embodiments may include compression, encryption, or both, performed by the client application program. Files may be divided into blocks, and metadata may include locations of blocks. Files may be restored from the destination computer to the source computer.