Software Open Access

Exploration of DVC (Data Version Control)

Sultova, Neda


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  <identifier identifierType="DOI">10.14278/rodare.992</identifier>
  <creators>
    <creator>
      <creatorName>Sultova, Neda</creatorName>
      <givenName>Neda</givenName>
      <familyName>Sultova</familyName>
      <affiliation>HelmholtzAI Consultant</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Exploration of DVC (Data Version Control)</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2021</publicationYear>
  <subjects>
    <subject>machine learning version control pipelines</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2021-05-25</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/992</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-32662</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.991</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/rodare</relatedIdentifier>
  </relatedIdentifiers>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;The repository contains tutorials and&amp;nbsp;code which were&amp;nbsp;created based on the exploration of&amp;nbsp;DVC (Data Version Control)&amp;nbsp;as a potential tool for managing machine learning pipelines within HZDR.&lt;br&gt;
The tutorials&amp;nbsp;aim to help understanding the tools features and drawbacks and also serve as future teaching material.&lt;/p&gt;</description>
  </descriptions>
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