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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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  <dc:creator>Yao, Ke-Thia</dc:creator>
  <dc:creator>Ratnakar, Varun</dc:creator>
  <dc:creator>Brekelma, Rob</dc:creator>
  <dc:creator>Garijo, Daniel</dc:creator>
  <dc:creator>Luo, Fanghao</dc:creator>
  <dc:creator>Huang, I-hui</dc:creator>
  <dc:creator>Szekely, Pedro</dc:creator>
  <dc:date>2018-05-22</dc:date>
  <dc:description>First release of the P4ML system (ISI TA2). The system supports:


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


Source code repository: https://github.com/usc-isi-i2/dsbox-ta2</dc:description>
  <dc:identifier>https://zenodo.org/record/1251321</dc:identifier>
  <dc:identifier>10.5281/zenodo.1251321</dc:identifier>
  <dc:identifier>oai:zenodo.org:1251321</dc:identifier>
  <dc:relation>doi:10.5281/zenodo.1251320</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>https://creativecommons.org/licenses/by/4.0/legalcode</dc:rights>
  <dc:subject>automl; machine learning;</dc:subject>
  <dc:title>P4ML source code release - May 2018</dc:title>
  <dc:type>info:eu-repo/semantics/other</dc:type>
  <dc:type>software</dc:type>
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