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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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{
  "publisher": "Zenodo", 
  "DOI": "10.5281/zenodo.1251321", 
  "title": "P4ML source code release - May 2018", 
  "issued": {
    "date-parts": [
      [
        2018, 
        5, 
        22
      ]
    ]
  }, 
  "abstract": "<p>First release of the P4ML system (ISI TA2). The system supports:</p>\n\n<ul>\n\t<li>Generation of pipelines by using the D3M primitive catalog</li>\n\t<li>Automated dataset featurization and profiling to create appropriate pipelines</li>\n\t<li>Automated hyperparameter tuning of pipelines</li>\n\t<li>Ensembling of best results.</li>\n\t<li>Multiprocessing</li>\n\t<li>Generation of best solution within a time budget.</li>\n</ul>\n\n<p>Source code repository: https://github.com/usc-isi-i2/dsbox-ta2</p>", 
  "author": [
    {
      "family": "Yao, Ke-Thia"
    }, 
    {
      "family": "Ratnakar, Varun"
    }, 
    {
      "family": "Brekelma, Rob"
    }, 
    {
      "family": "Garijo, Daniel"
    }, 
    {
      "family": "Luo, Fanghao"
    }, 
    {
      "family": "Huang, I-hui"
    }, 
    {
      "family": "Szekely, Pedro"
    }
  ], 
  "version": "0.0.1-beta", 
  "type": "article", 
  "id": "1251321"
}
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