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P4ML source code release - May 2018

Yao, Ke-Thia; Ratnakar, Varun; Brekelma, Rob; Garijo, Daniel; Luo, Fanghao; Huang, I-hui; Szekely, Pedro


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  <identifier identifierType="DOI">10.5281/zenodo.1251321</identifier>
  <creators>
    <creator>
      <creatorName>Yao, Ke-Thia</creatorName>
      <givenName>Ke-Thia</givenName>
      <familyName>Yao</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Ratnakar, Varun</creatorName>
      <givenName>Varun</givenName>
      <familyName>Ratnakar</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Brekelma, Rob</creatorName>
      <givenName>Rob</givenName>
      <familyName>Brekelma</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Garijo, Daniel</creatorName>
      <givenName>Daniel</givenName>
      <familyName>Garijo</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Luo, Fanghao</creatorName>
      <givenName>Fanghao</givenName>
      <familyName>Luo</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Huang, I-hui</creatorName>
      <givenName>I-hui</givenName>
      <familyName>Huang</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
    <creator>
      <creatorName>Szekely, Pedro</creatorName>
      <givenName>Pedro</givenName>
      <familyName>Szekely</familyName>
      <affiliation>Information Sciences Institute</affiliation>
    </creator>
  </creators>
  <titles>
    <title>P4ML source code release - May 2018</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2018</publicationYear>
  <subjects>
    <subject>automl; machine learning;</subject>
  </subjects>
  <dates>
    <date dateType="Issued">2018-05-22</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/1251321</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.1251320</relatedIdentifier>
  </relatedIdentifiers>
  <version>0.0.1-beta</version>
  <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;First release of the P4ML system (ISI TA2). The system supports:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Generation of pipelines by using the D3M primitive catalog&lt;/li&gt;
	&lt;li&gt;Automated dataset featurization and profiling to create appropriate pipelines&lt;/li&gt;
	&lt;li&gt;Automated hyperparameter tuning of pipelines&lt;/li&gt;
	&lt;li&gt;Ensembling of best results.&lt;/li&gt;
	&lt;li&gt;Multiprocessing&lt;/li&gt;
	&lt;li&gt;Generation of best solution within a time budget.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Source code repository: https://github.com/usc-isi-i2/dsbox-ta2&lt;/p&gt;</description>
  </descriptions>
</resource>
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