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ML model checkpoints versioning: The new release also enables versioning of all checkpoints with corresponding code and data. Metrics logging: DVC 2.0 introduced a new open-source library DVC-Live that would provide functionality for tracking model metrics and organizing metrics in a way that DVC could visualize with navigation in Git history.
Data version control is a method of working with data sets. It is similar to the version control systems used in traditional software development, but is optimized to allow better processing of data and collaboration in the context of data analytics, research, and any other form of data analysis.
Software versioning is the process of assigning either unique version names or unique version numbers to unique states of computer software. Within a given version number category (e.g., major or minor), these numbers are generally assigned in increasing order and correspond to new developments in the software.
Team Foundation Version Control [proprietary, client-server] – version control system developed by Microsoft for Team Foundation Server, now Azure DevOps Server; The Librarian [proprietary, shared] – Around since 1969, source control for IBM mainframe computers; from Applied Data Research, later acquired by Computer Associates
lakeFS is a data versioning engine that manages data in a way similar to code. By using operations such as branching, committing, merging, and reverting, which resemble those found in Git, it facilitates the handling of data and its corresponding schema throughout the entire data life cycle.
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Started by Marc Rochkind in 1972 (binary history files, written in Snobol on IBM-370, [78] SCCSv4 with text history files was published February 18, 1977. [79] The same history file format is still used in SCCS 5.0. [80] StarTeam: Version 1.0 1995; [81] Developed by StarBase software, acquired by Borland(which was acquired by Micro Focus ...
A Pentagon-funded study relied on old data to conclude extremism isn’t a major problem in the U.S. military, according to a new analysis.Meanwhile, incoming President Trump reportedly plans to ...